Chestnut Spring is a spring located in McMinn County, Tennessee. It appears on the Etowah USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 793.14 feet (241.75 m) above sea level. The nearest populated place is Wesleyanna, approximately 0.6 miles to the WSW.