The 24-year-old Algeria international has agreed a three-year contract with the Ligue 1 club after leaving Panathinaikos.
He joined the Greek side from the Magpies just over a year ago, having made 39 appearances for the Magpies in all competitions.
Abeid had arrived at St. James' Park from Lens in 2011.