Hundreds of Islamic State loyalists in recent days have fled the group’s de facto Syrian capital of Raqqa, where emptying streets and a lack of water and electricity point to the extremists’ crumbling control.

Raqqa residents said Islamic State’s feared religious police is gone. Fewer fighters patrol the streets, and there are fewer military checkpoints, they said.

The...