Kelly Spring is a spring located in Perry County, Tennessee. It appears on the Jeannette USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 434.87 feet (132.55 m) above sea level. The nearest populated place is Spring Creek, approximately 0.9 miles to the SE.