Perhaps it just didn't seem quite a ludicrous as the Doctor shaking all the radiation into his shoe?

That was weird and laughable, but not in the way they intended.

The rhino police seemed like a rip-off to me. I'm trying to recall where I've seen aliens like them before. The Fifth Element maybe? They weren't rhinos but they seemed similar.