Tannery Island is a island located in Cocke County, Tennessee. It appears on the Newport USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,045.72 feet (318.74 m) above sea level. The nearest populated place is Eastport, approximately 0.3 miles to the NE.