They had been demonstrating against the forced displacement of residents from a slum in the capital, Nouakchott, ahead of an Arab League summit last month.
The activists say these people, the descendants of black slaves, are still living in conditions similar to bondage.
Mauritania officially abolished slavery in 1981.