A police assault rifle has reportedly been stolen by protesters amid violent clashes with officers in Paris.

The protest, against rising taxes and the high cost of living, turned into a riot on Saturday as police fired tear gas and water cannon in street battles with activists wearing the fluorescent yellow vests of a new movement.

Police said at least 80 people, including 16 police officers, were injured and 183 others arrested. Thousands of police were deployed in the French capital to try to contain the demonstrations.

It was the third straight weekend of clashes in Paris, and the scene contrasted sharply with protests on Saturday in other French regions, where demonstrations and road blockades were largely peaceful.

The clashes started early near the Arc de Triomphe and continued in the afternoon down several streets in the French capital's most popular tourist area. Pockets of demonstrators built makeshift barricades in the middle of Paris streets, lit fires, sprayed graffiti and threw rocks at officers. They also set fire to cars and trash cans.

Some demonstrators removed the barriers protecting the Tomb of the Unknown Soldier from the First World War under the Arc de Triomphe, to pose near its eternal flame and sing the national anthem. They were then dispersed by police.

Graffiti sprayed onto the Arc de Triomphe wrote: "Yellow jackets will triumph."

Clashes at the Paris fuel protests: in pictures Show all 29 1 /29 Clashes at the Paris fuel protests: in pictures Clashes at the Paris fuel protests: in pictures Water cannons are turned on the protesters Reuters Clashes at the Paris fuel protests: in pictures Riot police detain protesters EPA Clashes at the Paris fuel protests: in pictures A car is set alight in the protests AFP/Getty Clashes at the Paris fuel protests: in pictures The Arc de Triomphe is graffitied with the slogan: 'he yellow vests will triumph' Reuters Clashes at the Paris fuel protests: in pictures Protesters barricade themselves on the Champs Elysees as police line the streets Reuters Clashes at the Paris fuel protests: in pictures A protester fires at police with a slingshot AFP/Getty Clashes at the Paris fuel protests: in pictures A protester holds up a sign that reads 'your Europe ruins us' Reuters Clashes at the Paris fuel protests: in pictures A protester gestures amidst burning cars EPA Clashes at the Paris fuel protests: in pictures Protesters walk amidst tear gas near the Arc de Triomphe Reuters Clashes at the Paris fuel protests: in pictures A protester runs amidst tear gas Reuters Clashes at the Paris fuel protests: in pictures Protesters on the Champs Elysees amidst tear gas AFP/Getty Clashes at the Paris fuel protests: in pictures Protesters in yellow vests gather outside the town hall in Bordeaux EPA Clashes at the Paris fuel protests: in pictures Protesters gather on the Champs Elysees after the police deploy tear gas AFP/Getty Clashes at the Paris fuel protests: in pictures Protesters stand by the Tomb of the Unknown Soldier in Paris AFP/Getty Clashes at the Paris fuel protests: in pictures A protester waves a French flag Reuters Clashes at the Paris fuel protests: in pictures Riot police take formation AFP/Getty Clashes at the Paris fuel protests: in pictures A general view of the Champs Elysees in Paris today as protesters clash with police Reuters Clashes at the Paris fuel protests: in pictures A protester wears a jacket reading 'Macron, thief, lier, crook, go away, the people banish you' AP Clashes at the Paris fuel protests: in pictures Protesters gather on the Champs Elysees AFP/Getty Clashes at the Paris fuel protests: in pictures Protesters hold a French flag by a burning barricade AFP/Getty Clashes at the Paris fuel protests: in pictures Protesters gather by a fire AFP/Getty Clashes at the Paris fuel protests: in pictures Water cannons are turned on the protesters Reuters Clashes at the Paris fuel protests: in pictures A protester wears an adapted yellow vest reading 'Macron's cemetery: here lies your buying power' AFP/Getty Clashes at the Paris fuel protests: in pictures Protesters gather by a burning car AFP/Getty Clashes at the Paris fuel protests: in pictures Riot police advance through tear gas followed closely by their water cannon EPA Clashes at the Paris fuel protests: in pictures Tear gas is deployed to deter the protesters Reuters Clashes at the Paris fuel protests: in pictures A protester waves a French flag amidst tear gas AP Clashes at the Paris fuel protests: in pictures Protesters walk amidst tear gas by the Arc de Triomphe Reuters Clashes at the Paris fuel protests: in pictures A protester holds a sign asking for the reintroduction of ISF (an old French tax on wealth) AFP/Getty

Paris mayor Anne Hidalgo tweeted her "indignation" and "deep sadness". saying that violence is "not acceptable".

In addition to rising taxes, demonstrators are furious about Emmanuel Macron's leadership, saying his government does not care about ordinary people. The grassroots protests began with motorists upset over a fuel tax hike, but now involve a broad range of demands related to France's high cost of living. Some of the protests appear to have been hijacked by more radical far-right or far-left groups.

French prime minister Edouard Philippe said some protesters attacked police "with a rarely seen violence", leading to the arrests.

French authorities said they counted 36,000 protesters across the country, including 5,500 in Paris.

Earlier on Saturday, several hundred peaceful protesters in Paris passed through police checkpoints to reach the Champs-Elysees. They marched on the famed avenue behind a big banner reading, "Macron, stop taking us for stupid people".

Access to the Champs-Elysees was closed to cars and strictly monitored by police with identity checks and bag inspections. All subway stations in and around the avenue were closed for security reasons.

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"It's difficult to reach the end of the month. People work and pay a lot of taxes and we are fed up," said Rabah Mendez, a protester who came from a southern suburb to march peacefully in Paris.

"Our purchasing power is severely diminishing every day. And then: taxes, taxes and taxes," said Paris resident Hedwige Lebrun. "The state is asking us to tighten our belts, but they at the contrary live totally above all standards with our money."

Since the yellow jacket movement kicked off on 17 November, two people have been killed and hundreds injured in accidents stemming from the protests.