 Pinkney was born in the Germantown section of the city of Philadelphia on December 22, 1939 to Willie Mae and James Pinkney.Pinkney was the middle child in a family of five siblings.Pinkney struggled in school due to dyslexia, but excelled at drawing, even at a young age.