Originally called Milton Old Field for Michael Milton, who claimed land there in 1853, the community gained a post office in 1856, was named for Wm. E. Walker, MD, a state legislator and organizer of Company D, 16th Louisiana Infantry, CSA, and was incorporated as a town in 1909.