Randall was born around 1934 at Middleton Pond on Tempe Downs Station in the Central Desert region of the Northern Territory.
At about the age of seven, Randall was taken away from his mother and family under government policy which forcibly removed thousands of half-caste (half-Aboriginal) children from their families.