Johnson was born on the "Salisbury estate" near Midlothian in Chesterfield County, Virginia, but his family soon moved to Kentucky.
Johnson syntyi "Salisburyn tilalla" lähellä Midlothiania Chesterfield Countyssä Virginiassa, mutta hänen perheensä muutti pian Kentuckyyn.