Why does piece of stone sink in water but a huge ship floats?

It's because of buoyancy. Now I'm afraid I can't give you specifics, but I believe because ships are full of air which is lighter than water they float. If you then filled the ships empty space with water that buoyancy is gone and the ship sinks.