Chapel Branch is a stream located in McNairy County, Tennessee. It appears on the Rose Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 413.39 feet (126.00 m) above sea level. The nearest populated place is Rose Creek, approximately 0.6 miles to the ESE.