The so-called Water Fire was burning rapidly about 3 miles south of Grapevine Road, according to the California Highway Patrol.
No injuries or structural damages were immediately reported, but shortly before noon the Kern County Fire Department said structures in Digier Canyon were possibly threatened.
No closures on the 5 Freeway were announced, but motorists were advised to expect delays.
The cause of the fire is unknown.