Can I cross the Mexican border without a passport and only my California license?

No. You cannot cross the Mexican border without a passport and only your California license. A valid passport is required for all U.S. citizens entering Mexico, regardless of the mode of transportation. A driver's license is not a valid travel document for international travel.