Blue Spring Creek is a stream located in McMinn County, Tennessee. It appears on the Pattie Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 803.81 feet (245.00 m) above sea level. The nearest populated place is Surprise, approximately 0.6 miles to the WNW.