Blue Spring is a spring located in Loudon County, Tennessee. It appears on the Pattie Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 921.30 feet (280.81 m) above sea level. The nearest populated place is Erie, approximately 0.1 miles to the NNW.