use water on a new stone and don't ever put oil on it. Unless you try to sharpen something such as aluminum it should never become clogged up.
Only way I konw that will remove the oil is to burn it out and there is a good chance doing that will break the stone.
Build a fire with the stone in it from the beginning, and hope for the best.
Boiling in a large pan might work.