Physics: Einstein is wrong. Or perpetual motion.
Natural History Museum: Dinosaur bones.
Just learned something cool: you know how I get a dozen emails a week from people claiming to have proved RH/3x 1/Goldbach/Fermat? In geoscience, professors get a dozen emails a week from people claiming they found a meteorite! ("No, sir, that's still not a meteorite...")