Followers of Sadr carrying pictures of the cleric marched to the central al-Haboubi square, where anti-government protesters have held a sit-in since 2019, after Friday prayers.
They fired gunshots and threw petrol bombs at the protesters' tents, leading the protesters to fight back, the Reuters witness said.
A hospital source said the protesters died from bullet wounds. The clashes were still going on on Friday evening.