To film in a California State Park, you need to obtain a permit from the California Film Commission (CFC), specifically for “State Parks & Beaches”. The CFC handles permitting for all state-owned locations, including parks and beaches.
CA Department of Fish & Wildlife’s Mission Statement: To manage California’s diverse fish, wildlife, and plant resources, and the habitats upon which they depend, for their ecological values and for their use and enjoyment by the public.