The town of Belcher, Kentucky. Belcher, Kentucky was founded 200 years ago by the pioneer family of Revolutionary War soldier George Belcher. The name of Bel * cher is Old French, meaning "Good cheer." ("Bel" means "Good" and "cher" means "cheer.") Belcher, Kentucky is a historic town located in the majestic Cumberland Mountains in southeastern Kentucky, just a few miles from the Virginia border. Explore our site to learn more about Belcher, Kentucky, the town of "Good cheer"!