Joseph was born in 1715. Joseph's father was John Morton and his mother was Mary Mountjoy. His paternal grandparents were John Morton and Joan ?; his maternal grandparents were Alvin Mountjoy and Mary Lane. He had a brother and two sisters, named George, Mary and Frances. He was the oldest of the four children. He died at the age of 44 in 1759.