Why is the nanny not responsible for their own tax like I am?
Because you are the rich bastard who can afford a "nanny" or gardner or maid. Don't forget that you get the privilege of paying another 6.5% for your share of SS.
Besides, each of those are still responsible for income tax, medicare, and SS on their annual income.