Two people were taken to the hospital with minor injuries Thursday afternoon.
No other vehicles were involved.
Officers responded to the call at 4:29 p.m.
Chopper 11 HD was on the scene as a tow truck prepared to lift the vehicle out of the creek.
Raleigh Police and EMS were on the scene.