Massive flames and plumes of thick, black smoke were emanating from the structure in the 2300 block of Merced Avenue.
Los Angeles County firefighters initially attacked the flames from a defensive position after using electrical saws to access the single-story building.
No injuries were immediately reported.
The cause of the fire was unknown.