If you bathe in it for decades, sure. I'm on the tree-hugger end of the spectrum when it comes to hazardous chemicals, but one has to keep some perspective. Acetone isn't something you want to breathe daily, true, but ferpetesake it's nail polish remover.
Not that gloves aren't a better choice--better to keep the gunk off you in the first place.