The tubular ceramic substrate has great potential in membrane separation because of its excellent solvent and temperature resistance, pressure stability, and long service life. However, it is still a challenge to prepare an ultrathin intact selective layer by interfacial polymerization (IP) on a porous tubular ceramic substrate, due to its large pore size and defects on the surface. In this study, a molybdenum sulfide (MoS2) interlayer with a loose structure was formed on the tubular ceramic substrate via hydrothermal, which provided a large surface area and fast transport channels. Subsequently, a polyamide (PA) skin layer was formed on the MoS2 interlayer through the IP procedure to obtain a composite membrane for desalination. The prepared PA/MoS2/ceramic composite membrane showed excellent water permeance of 17.7 L·m−2·h−1·bar−1 with a 96.8 % rejection of Na2SO4. Moreover, the prepared membranes showed good pressure resistance and long-term stability under cross-flow filtration within 30 days.