 Johnson was born in Birmingham, Alabama, the tenth child of Lucy Webb (Barnett) and Jess Johnson.He was raised a Baptist, but later became a member of the Christian Church (Disciples of Christ).In his later years, he became a Christadelphian, following his wife and daughter.