Fortunately Yukari didn't tell Reimu about being able to rob trainers who lost of their dosh.

If she did that, Gensokyo would be visited by the Oni Miko. In the guise of a very enthusiastic, shall we say, Pokemon Trainer. I would remind you at this point that you even take money from preschoolers in the game...