It happened around 11:30 am near Willow and Nees Avenues.
The flames spread from the vehicle and burned about three acres of vegetation. Video captured by witnesses showed a large cloud of smoke rising above a neighborhood.
Multiple fire crews responded to the scene and worked to douse the flames threatening nearby homes.
The fire has been contained, and firefighters were working to put out hot spots.
No one was injured.