Lantana is a town in Palm Beach County, Florida. The population was 10,423 at the 2010 United States Census.he Town of Lantana was incorporated in 1921 with 22 residents voting in the first election. At the time of incorporation, the area of Lantana was one square mile with a population of 100 residents.