Despite reported interests from Italian sides Roma, Torino, and Udinese,[2] Salibur signed his first professional contract with Lille in June 2008.

He made his professional football debut for Lille on 23 January 2009, a day before his 18th birthday, in a Coupe de France match against USL Dunkerque coming on as a substitute in the 76th minute.

On 31 December 2015, En Avant de Guingamp announced the signing Salibur with the Ligue 1 side, on a three-and-a-half-year contract.

[5] Premier League club Hull City agreed a few to sign Salibur on 31 January 2017, but were unable to process the deal before the transfer window closed.

[6] On 31 August 2018, an hour before the closing of the 2018 summer transfer window, Salibur joined league rivals AS Saint-Étienne on loan for the season.