Chestnut Ridge is a ridge located in Cocke County, Tennessee. It appears on the Neddy Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,034.12 feet (620.00 m) above sea level. The nearest populated place is Click Mill, approximately 1.4 miles to the S.