In this universe, goblins multiply by using female humans. The stronger the human, the stronger the offspring. At first, they are pretty weak. And witch uses them. Witch has a spell to resist pregnancy. After a while, she gets corrupted and can't stop sexual intercourse. She forgets or couldn't cast the spell that counters pregnancy. She keeps giving birth to stronger goblins. Goblins became pretty powerful.