It happened just before 12 a.m. Saturday on the 1500 block of North 24th Street.
Fire officials say live wires landed on the cars, sparking flames inside the vehicles.
Firefighters evacuated a nearby home as a precaution as they worked to get the flames under control.
No one was injured.