Mitchell Spring is a spring located in Grainger County, Tennessee. It appears on the Joppa USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,293.14 feet (394.15 m) above sea level. The nearest populated place is Cherokee, approximately 1.0 miles to the SSE.