Rocky Spring is a spring located in Grainger County, Tennessee. It appears on the Bean Station USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,088.71 feet (331.84 m) above sea level. The nearest populated place is Bean Station, approximately 0.5 miles to the ENE.