Rock Spring is a spring located in Roane County, Tennessee. It appears on the Harriman USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 821.46 feet (250.38 m) above sea level. The nearest populated place is College Grove, approximately 1.6 miles to the SSW.