Nelson Spring is a spring located in Anderson County, Tennessee. It appears on the Norris USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,083.68 feet (330.31 m) above sea level. The nearest populated place is Mill Creek, approximately 0.1 miles to the ESE.