A caller reported a plane crashed near the area of Palos Verdes and Narcissa drives before 5 p.m.
Air units and at least one lifeguard boat searched the waters, and a sonar unit was also brought in to help in the search.
The Los Angeles County Fire Department says it believes reports of a crash are unfounded.