Born in Chicago in 1947, his mother sent him to Mobile, Alabama to live with her mother and stepfather. They adopted him after McLaurin's parents divorced.
His great-great-grandfather Anselm Joseph McLaurin (1848-1909) was a United States Senator (1894-1895; 1901-1909), and Governor of Mississippi (1896-1900).