People laugh when they hear a "sexist" joke because it's funny. Maybe gender related jokes don't have a place at conferences and work places - I am not sure - but there should be room for jokes about genders somewhere, right? I mean, where does this political correctness stop?
And it's not political correctness, it is respecting that we all experience things differently.