The Isuzu went into the car park at Bedford Social Club, off Chapel Street, Leigh, at around 9.45pm on Sunday.
It crashed into a parked Toyota Yaris, before the driver got out, set fire to the Isuzu and fled.
Crews from Leigh fire station attended to put out the blaze and police are investigating.