Police say the incident happened after they responded to a report of a man with a gun near Roosevelt and Sacramento late Friday afternoon.
Relatives say Williams did not have a gun.
The Independent Police Review Authority is investigating the shooting.
The police officer suffered minor injuries. The suspect was in stable condition Friday night.