A novel single-step approach, named phase transformation interfacial growth (PTIG), was developed for the fabrication of metal-organic framework membranes on polymeric substrates. Both the separation layer and the substrate were formed within the PTIG process. This innovative methodology paves a way for fabricating high-quality MOF membranes.