It happened around 3:00 a.m. at Insurance Auto Auctions in the 200 block of Blackwood Barnsboro Road.
Firefighters say four cars were damaged. It took crews about an hour to put the blaze under control.
There were no reports of injuries.
The fire marshal was working to determine if the fire was set intentionally.