The home side were unable to recover from Emmanuel Rivière's first-half double - his first league goals since September - and Lucas Ocampos sealed the win late on.
Fernando Aristeguieta's 89th-minute goal earned FC Nantes a 2-1 win against struggling Valenciennes FC which moves Les Canaris fifth in the standings.