Chestnut Ridge is a ridge located in Cocke County, Tennessee. It appears on the Lemon Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,369.42 feet (1,027.00 m) above sea level. The nearest populated place is Boomer, approximately 1.6 miles to the ENE.