[Mr. Orange]

Bet the flop. This a ragged board, you should be able to figure out where you stand here. If called your probably beat. I would check-fold the turn.
As played- still fold the turn. You made the turn harder to play by not betting the flop. Now you don't know if he's betting because you checked the flop or because he has something. Still I'd say your usually up against a pair here more often than not.
The river is just spewing. No reason to cap here.

I think a simple flop bet would have saved you a lot of money on this hand.