You need to execute the semibluff on the flop. Part of the benefit of the semibluff is the probability of seeing a free river card.

On the flop, raise it up to $35-40, and fold to a push.
If he bets into you on the turn, fold unless for some reason he gives you good odds.
If you don't complete on the river, you're done.