Well, rather than chasing him, perhaps you should try being indifferent towards him. Trolling him is one thing, but if you let him troll you in return it doesn't work. He simply finds it humorous, which is opposite of what you're trying to accomplish.

So, instead, try being the 'cool kid' yourself.