The flames have scorched about 1,500 acres in and around the Hungry Valley off-road recreation area.
The blaze broke out just before 2 p.m. Saturday, with smoke visible from parts of the Santa Clarita and Antelope valleys.
No structures are threatened, but campgrounds were evacuated. A containment estimate was not released.