Normally, his undying determination to winning would point towards stupidity. However, in this case it's more the part of he doesn't realize he likes her. I'd say he should have known better to think she didn't notice his fever, but that also applies to everything prior to this one.
The one thing he will never realize: when it comes to her, he can't win.