CARACAS, Venezuela—Protests against President Nicolás Maduro's government escalated Thursday, with thousands of demonstrators burning tires and cars and security forces fighting back to gain control of the streets in the capital and in other cities.

At least five people, four protesting the government, have died since protests by university...