 It was likely named after Atlanta, Illinois.In the first part of the 20th century Atlanta was home to several amenities for neighboring farmers.They included a grocery store, post office, cafe, and a tourist shop for drivers on U.S. Route 6, as well as corn and grain elevators and two gas stations.