Increasing evidence shows that human papillomavirus (HPV) E6/E7 deletion in cervical cancer cells may be related to the immunosuppressive tumor microenvironment and adverse reactions or resistance to immune checkpoint blockade. Here, we demonstrate that liposome delivery of CRISPR/cas9 can effectively knock out HPV, which, in turn, induces autophagy and triggers cell death-related immune activation by releasing damage-related molecular patterns. The results of in vivo experiments showed that HPV-targeting guide RNA-liposomes could promote CD8+ T cell infiltration in tumor tissues; enhance the expression of proinflammatory cytokines, such as interleukin-12, tumor necrosis factor-α, and interferon-γ, and reduce regulatory T cells and myeloid suppressor cells. The combination of HPV-targeting guide RNA-liposomes with immune checkpoint inhibitors and antiprogrammed death-1 antibodies produced highly effective antitumor effects. In addition, combination therapy induced immune memory in the cervical cancer model.