Cane Branch is a stream located in Fentress County, Tennessee. It appears on the Grimsley USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,354.99 feet (413.00 m) above sea level. The nearest populated place is Tinch (historical), approximately 0.6 miles to the E.