Police found the truck on Menauhant Beach just before 7 a.m., according to the Cape Cod Times.
Police believe the driver failed to stop at a stop sign while driving down Maravista Avenue and drove into the water.
No injuries were reported and officials were able to remove the truck within about two hours.