Most people would drive to the party, but that doesn't make them any more or less normal than you.
I can see where she's coming from. Kids typically don't want their parents to do anything to bring possible negative attention to them, and she's probably just paranoid someone might make fun of her.
And to answer your final question, no you're not freaks