Samson, Alabama. Samson is a city in Geneva County, Alabama, United States. It is part of the Dothan, Alabama Metropolitan Statistical Area. At the 2010 census the population was 1,940, down from 2,071 in 2000. Samson incorporated in 1905 (according to the 1910 U.S. Census), although other sources cited 1906.