Their family name was Tudor. Mary Tudor, Elizabeth
Tudor...etc.
and that's why we call them the tudors.
You can always tell, the Victorians were called that because
their Queen was called Victoria. The Elizabethans were called that
because their Queen was called Elizabeth.
It's quite simple.