Riceville is an unincorporated community and census-designated place in McMinn County, Tennessee, United States. It is located some sixty miles southwest of Knoxville, and midway between Knoxville and Chattanooga, and in closer proximity, between Athens and Calhoun . Its population was 670 as of the 2010 census.