Palmersville is a small unincorporated community in northwestern Weakley County, Tennessee. Its ZIP code is 38241. The United States Census Bureau does not maintain demographic data for Palmersville.Palmersville is within the 8th Congressional district represented in the U.S. House by Republican Stephen Fincher.