Dioscoreae hypoglaucae rhizome (DHR) is the dried rhizome of Dioscorea hypoglauca polibin, which is rich in steroidal saponins. The steroidal saponins present in DHR exhibit great pharmacological activities, particularly in inflammatory and anti-hyperuricemia effects. Despite steroidal saponins are recognized as primary bioactive components in DHR, the enrichment and purification processes of steroidal saponins is rare. The research aimed to explore the purification process and anti-inflammatory activity of steroidal saponins of DHR. Firstly, the steroidal saponins in DHR were characterized by UPLC-Q/TOF-MS, and six steroidal saponins including protodioscin, protogracillin, pseudoprotodioscin, pseudoprotogtacillin, dioscin and gracillin were initially identified. Then, the steroidal saponins in DHR were purified by seven types of macroporous resins (D-101, S-8, AB-8, ADS-7, HPD-600, HPD-100, DM130), and HPD-100 resin with relative great static adsorption and desorption capacities was used for purification of steroidal saponins from DHR. The optimized purification parameters of HPD-100 resin were explored by static and dynamic adsorption and desorption experiments, and optimal purification conditions were loading flow rate 1.2 BV/h, loading concentration 0.1 g/mL, loading volume 3.5 BV, elution solvent 70 % (v/v) ethanol, elution speed 1.2 BV/h and elution volume 3 BV. The purity of steroidal saponins was increased by 5.78 times (from 6.93 ± 0.01 % to 40.07 ± 2.63 %) after HPD-100 resin purification. Furthermore, the anti-inflammatory activities of the crude extracts and purified steroidal saponins extracts of DHR were investigated by LPS-stimulated RAW264.7 macrophages inflammation model. The results demonstrated the purified steroidal saponins extracts of DHR exhibited better anti-inflammatory activity compared to the crude extracts of DHR. This study conducted a feasible and efficient HPD-100 resin method for purification of steroidal saponins from DHR, and also provided evidences for the development and utilization of steroidal saponins in DHR.