This is normal but I think you had rats, not mice. I used to have hooded rats for pets, and that is baby size for them. They are born hairless with eyes covered, but mice will be a lot smaller (1/4th that size).
They were good chicken food, and momma will be about 6 or 7 inches in the body length. Better set some traps! :)