Blue Spring is a spring located in Grundy County, Tennessee. It appears on the Burrow Cove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,013.78 feet (309.00 m) above sea level. The nearest populated place is Elkhead, approximately 0.3 miles to the ENE.