It was first reported around 3 p.m. on Sunset Beach along the 500 block of Sunset Boulevard.
There was no immediate word on the size of the whale or if it was still alive.
Crews with the Marine Mammal Stranding Center responded to the scene.
No further details were released Tuesday night.