Bet the flop. If anyone calls (which I doubt), bet the turn when they check to you.

As played, just call the river. Given that he bet the turn for the same amount, this looks more like an attempt to showdown cheap than a made straight trying to induce a raise, but it's just too easy for him to have the J.