Do you believe that moms should still have their "me time" even if they are the only ones taking care of their kids because no one else could do it?

Yes. Me time doesn't necessarily mean you need to go somewhere. It can be just a quiet time where you can rest, read a book. Even a long bath can be considered me time. It is necessary so that you can relax even for a short time.