Kenmogne began his career with local club, Sable FC, for whom he played in the CAF Champions League 2000. He next joined Africa Sports National of Côte d'Ivoire. Kenmogne moved to Belgium in 2002, where he played for R.A.A. Louviéroise and R.A.E.C. Mons in the Belgian First Division, before joining Royal Antwerp.