Morse, Louisiana. Morse is a village in Acadia Parish, Louisiana, United States. The population was 812 at the 2010 census. It is part of the Crowley Micropolitan Statistical Area. Incorporated as a village in 1906, it was settled by farmers from Illinois and Iowa.