Palmersville is a small unincorporated town in northwestern Weakley County, Tennessee, United States. Its ZIP code is 38241. The United States Census Bureau does not maintain demographic data for it. Palmersville is within the 8th Congressional district represented in the U.S. House by Democrat John S. Tanner of Union City.