Bloomfield is a home rule–class city in Nelson County, Kentucky, in the United States. The population was 838 during the 2010 U.S. census. …Bloomfield is a home rule–class city in Nelson County, Kentucky, in the United States. The population was 838 during the 2010 U.S. census. Former names of the city included Middlesburg and Gandertown.