Bastrop is a city in Morehouse Parish, Louisiana, United States. It is the parish seat of Morehouse Parish. The population was 9,691 at the 2020 census, down from 11,365 in 2010. The population of Bastrop is 76 percent African American. It is included in the Monroe Metropolitan Statistical Area and is part of the Monroe–Ruston Combined Statistical Area.