What does pushing the river gain you? What could he have that he would call with? He's super-aggressive, you have to give him a chance to bluff to get the money in the pot. A push will cause him to fold, he knows he has nothing to call with, so he won't. But if hero checks, i.e., shows weakness, then the villian does the betting for him.