Investigators say that at about 12:45 on Tuesday morning, the vehicle went out of control along the 6000 block of Springfield Avenue.
The car overturned, then slid for a few feet on its roof, before coming to a stop.
As soon as the car stopped, the driver squeezed through an open window and ran off.