Addison Stewart Turner was born on August 29, 1873, in Rockdale County near the present Turner Hill Baptist Church on Turner Hill Road. His father, Rev. Elijah L. Turner had a farm of about 500 acres and marked off ten acres for a church cemetery and a Baptist church, where he preached for 40 years.
In 1895, A.S. Turner married Myra Haygood, the great niece of Methodist Bishop Atticus Greene Haygood Sr., who was elected Bishop in 1890 and for whom Haygood Drive, which goes in front of Druid Hills High School, was named. Myra's father was Orion Stroud Haygood, who was attached to the Army of Northern Virginia and went unscathed through Malvern Hill, Second Manassas, Antietam, Fredericksburg, Chancellorsville, Gettysburg, Spotsylvania Court House, and the Battle of North Ana.