Gaskins was born in South Carolina, the last in a string of illegitimate children. Due to his smallness, he was nicknamed "Pee Wee". His youth was characterized by considerable neglect; for instance, when he was one year old, he drank a bottle of kerosene. He grew to 5 foot 2 inch and 130 pounds.