Eight to 10 people were seen running from the 26-foot panga boat, scattering in all directions.
Police and sheriff's deputies mounted a search with the help of a helicopter but didn't find anyone.
Human smuggling in small boats is more common along the San Diego coast, but there have been several incidents this year in southern Orange County.
