The incident occurred along Beverly Boulevard in the Fairfax District.
Following the explosion, the driver had to climb through the flames to get out of the vehicle as the fire reportedly singed the hair on his arms.
The fire began when a natural gas canister under the street sweeper exploded, officials said.
The force of the blast blew out windows at a nearby pet store.