Little Starve Island is a island located in Lake County, Tennessee. It appears on the Samburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 298.56 feet (91.00 m) above sea level. The nearest populated place is Samburg, approximately 2.3 miles to the SSE.