The marijuana was discovered near the overturned boat north of Wall Beach near Vandenberg Air Force Base, the Los Angeles Times reported. The amount of pot found wasn't reported.
It wasn't clear whether anyone was injured in the boat crash, the newspaper said.
Police said they were looking for suspects.
U.S. Homeland Security investigators took over the investigation into the matter.