It can be a little bit hard to explain but the reason is that it is an old wife's tale from Japan that when you become over excited, your nose bleeds. This is meant to be all in the mind which is why no one notices however it adds to the audiences hilarity as they know full well he is having feelings toward Riku (male idol) who is actually Asahi (a girl).
