It happened just after 8 p.m. along the 600 block of East Springfield Road on Wednesday night.
Police say the driver lost control of the car, barreled through a fence and came to rest in the parking lot of a nearby church.
According to a witness, the driver ran away from the scene but was eventually arrested by police.
No word on what charges the driver will face.