It is well known that an adjointable operator between Hilbert C * -modules admits a Moore-Penrose inverse if and only if it has closed range. In this paper, we give certain necessary and sufficient conditions for the existence of the reverse order law for the Moore-Penrose inverse of closed range adjointable operators in Hilbert C * -module settings. Some new related results are also derived, which can be used to establish connections with the reverse order law in Hilbert C * -modules.