ATHENS—Tens of thousands of Greeks took to the streets of Athens Thursday in a demonstration marred by violence, with protesters demanding the Greek government call off plans to appease international creditors with more spending cuts and tax increases.

Many demonstrators held banners imploring the government to "Sacrifice the capital funds of the European Union and International Monetary Fund, not the people" and "Stop the measures driving us into poverty."

Police...