Hypoluxo is a town in Palm Beach County, Florida, United States. The population was 2,588 at the 2010 census. As of 2018, the population recorded by the U.S. Census Bureau was 2,783. Hypoluxo Scru…Hypoluxo is a town in Palm Beach County, Florida, United States. The population was 2,588 at the 2010 census. As of 2018, the population recorded by the U.S. Census Bureau was 2,783. Hypoluxo Scrub Natural Area is a protected landscape.