Oh, drat and discombobulation. I thought about this long and hard before spelling it Mothers' Day. Anna Jarvis, inventor of the event, you are infuriating.
This is a very interesting article on the grammar of special days.
Once you're done reading it, see whether you can keep your inner pedant in check.