Powder Spring is a spring located in Cocke County, Tennessee. It appears on the Paint Rock USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,558.88 feet (475.15 m) above sea level. The nearest populated place is Wolf Creek, approximately 2.5 miles to the SE.