Dunno why. I reckon Batman got up to the mountains, Ghoulie was the only ninja master around, and they just went from there. Bet he regretted not shoppin' around later, though.

To be fair to him, he was shot in the face with a taser when he fell. That'd make it hard for anybody to ride a horse.