Firefighters were called to the scene near West Blue Violet Court and Muller Street around 11:55 p.m.
Officials said at least five cars sustained major fire damage, but no residential structures were damaged. No injuries were reported.
Anyone with information was asked to call Anaheim fire officials at (714) 765-4000.
