In this paper, the authors has established the famous geometric inequalities of Chen for the submanifolds in quaternionic Kaehler manifolds. Other than these inequalities, generalized normalized Casorati curvature inequalities have also been derived. The submanifolds are characterized by Ricci Quater-symmetric metric connection.