Blue Spring is a spring located in DeKalb County, Tennessee. It appears on the Gassaway USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 593.83 feet (181.00 m) above sea level. The nearest populated place is Haleville (historical), approximately 0.2 miles to the S.