If you let him see that he is annoying you, he will get pleasure from it, and won't stop. Just act like you don't notice him. When he does something to you, ignore him. If he physically hurts you, tell a parent, but if he doesn't, then try to ignore him as much as you possibly can.
Unfortunately, experienced in this sort of situation (bratty 6 year old cousin).