Immune checkpoint inhibitors targeting programmed cell death 1 (PD-1) or programmed cell death-ligand 1 (PD-L1) have achieved impressive antitumor clinical outcomes. However, the limited response rates suggest the incomplete understanding of PD-L1 regulation. Here, we demonstrate that vacuole protein sorting 11 and 18 (VPS11/18), two key players in vesicular trafficking, positively regulate PD-L1 and confer resistance to immune checkpoint blockade therapy. VPS11/18 interact with PD-L1 in endosome recycling accompanied by promoting PD-L1 glycosylation and protein stability. VPS18 deficiency enhances antitumor immune response. Pharmacological inhibition by VPS18 inhibitor RDN impaired PD-L1 member trafficking and protein stability. Combination treatment of RDN and anti-cytotoxic T lymphocyte-associated antigen 4 synergistically enhances antitumor efficacy in aggressive and drug-resistant tumors. RDN exerted lung-preferred distribution and good bioavailability, suggesting a favorable drug efficacy. Together, our study links VPS18/11-mediated trans-Golgi network recycling of PD-L1 and points to a promising treatment strategy for the enhancement of antitumor immunity.