When he gives Aunt May the eggs he was supposed to bring earlier, he is clearly injured but Aunt May does not suggest that he is Spider-man. (At least that's what I remember)
However, after Gwen goes to his door, Aunt May asks why he didn't ask her out and he replies that he's no good for her. Then Aunt May says something about him being good - does she know he is Spider-man?