Blue 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 885.83 feet (270.00 m) above sea level. The nearest populated place is Riley Creek (historical), approximately 1.7 miles to the S.