"I'm just praying that our house doesn't burn down," one man told broadcaster KTLA as he packed his car.
The fire came with the greater Los Angeles area still suffering after two enormous fires that killed more than two dozen people and destroyed thousands of structures.
Robert Jensen, of the Los Angeles County Sheriff's Department, urged everyone in the impacted area of the new blaze -- dubbed the Hughes Fire -- to leave immediately.