Superhydrophilic-underwater superoleophobic (SUS) membranes have been demonstrated to be promising materials for oily wastewater treatment. However, development of facile, low cost and robust SUS membrane with high flux and less membrane fouling is still challenging. In this study, we reported a simple electrospinning/insitu growth strategy to prepare SUS SiO2@PVA nanofibrous membrane for gravity-driven separation of oil/water mixture. In specific, a highly porous PVA nanofibrous membrane was first fabricated by electmspinning technique, followed by an in-situ growth of silica nanoparticles on the pristine PVA nanofibers through a modified Stober reaction. The abundant hydroxyl groups on PVA nanofibers enabled uniform and stable deposition of silica nanoparticles, thus simultaneously realizing high surface energy surface (hydrophilic nature of PVA and silica) and multi-scale roughness. As expected, the resultant membrane exhibited excellent in-air "water-loving" (instantaneous in-air water wetting) and underwater "oil-hating" properties (underwater oil contact angle of 161.8 degrees and sliding angle of 6.2 degrees). The SUS SiO2@PVA membranes exhibited efficient separation of both free oil/ water mixture and a variety of surfactant-stabilized oil-in-water emulsions in a gravity-driven filtration process. In addition, oil density played an important role during the separation process, due to superior separation performance was achieved for lighter-than-water oil when compared to heavier-than-water oils. Moreover, the membrane showed robust reusability that it maintained stable oil rejection and permeate flux in cyclic experiments.