Kelley Cove is a valley located in Marion County, Tennessee. It appears on the Orme USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 661.53 feet (201.63 m) above sea level. The nearest populated place is Sweetens Cove, approximately 1.5 miles to the ESE.