Cherryfield, Maine. Cherryfield is a town in Washington County, Maine, United States on the Narraguagus River. It was named for the wild cherries that once peppered the banks of the river. The town population was 1,232 at the 2010 census. The town bills itself as the Blueberry Capital of the World.