 Johnson was of a liberated African or "recaptive" family that was originally from Nigeria and was an Omoba of the Kingdom of Oyo as a descendant of Alaafin Abiodun.He graduated from the University of Edinburgh Medical School with an M.B., C.M.degree in 1886 and his M.D.