Video from above the scene shows the fire being fueled by hundreds of burning pallets.
The Los Angeles County Fire Department says it received reports of fire and smoke coming from the rear of the building.
It's unclear what prompted the fire. Residents in the area are urged to stay away from the area as crews battle the blaze.