Denny Branch is a stream located in Smith County, Tennessee. It appears on the New Middleton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 537.28 feet (163.76 m) above sea level. The nearest populated place is Old Middleton, approximately 0.8 miles to the SSE.