That
is the worst card to hit on the turn, you're very likely beat. At this point I'd be asking myself what hands he could have and how many of them do I have beat. He didn't re-raise you pre-flop, but with no one else in the hand at that point he didn't have to even if he had AA or KK, so those are still possible holdings. He could really have a lot of things, TJ, AJ, TT, KQ, 9Th, 89h, ATh, all seem likely.
So where does that leave you, you're ahead of AA, KK, TJ, AJ and behind TT, KQ, 9Th, 89h, and ATh. In the absence of any other information about the player this is probably a fold. He knows you have a good hand and have already invested a lot in the pot so you're likely to call his all-in bet. I think that's what he wants, he's hoping to get all your chips in now while you still might be willing to do it. If he just called your raise you're probably done with the hand anyway so he might as well shoot for the whole stack now.
Once that terrible turn card landed I'd probably check the turn hoping for the board to pair. He'll likely fire a bet on the river no matter what card lands and you'd have to decide how much you're willing to call for. If you still feel you might be winning then maybe you call a small to medium bet on the river and fold to any huge move. In fact, if his river bet was $100 then you'd get to showdown with the same amount you bet now anyway. Giving him that last card for free sucks, but the turn card probably made his hand anyway.
One last thing, with so much draw potential on the flop you probably want to make a bigger bet with bottom set. Make it easy for him to lay it down. He had to call $50 into a $133 pot so he's getting 2.5 to 1 odds. Not correct pot odds for a flush or straight, but if he has a piece of the board and one of these draws, or if he's a loose player hoping for the implied odds of your whole stack, then that's not too hard a call to make.