Cave Spring is a spring located in Hamblen County, Tennessee. It appears on the Russellville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,220.47 feet (372.00 m) above sea level. The nearest populated place is Nenny, approximately 0.6 miles to the S.