 He moved to Wichita County, Texas with his parents in 1875, when he was four years old.Burnett was educated at a private academy in St. Louis, Missouri and the Virginia Military Institute.Burnett worked as a cowhand and later wagon boss at the Big Pasture in southwestern Oklahoma.