Anthony Spring is a spring located in Coffee County, Tennessee. It appears on the Normandy Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 997.38 feet (304.00 m) above sea level. The nearest populated place is Rutledge Falls, approximately 1.9 miles to the ESE.