Hypoxia is one of the most typical features among various types of solid tumors, which creates an immunosuppressive tumor microenvironment (TME) and limits the efficacy of cancer treatment. Alleviating hypoxia becomes a key strategy to reshape hypoxic TME which improves cancer immunotherapy. However, it remains challenging to perform tumor precision therapy with controllable switches through hypoxia-activated gene editing and prodrugs to alleviate hypoxia. In this study, silica-coated second near-infrared window (NIR-II) emitting silver sulfide quantum dots are used as the carrier to load the Clustered Regularly Interspaced Short Palindromic Repeats/Cas9 (CRISPR/Cas9) system to target hypoxia-inducible factor-1 (HIF-1α) and guide tumor-targeted imaging. To reduce the off-target effects in nontumor cells and better control safety risks, a TME-triggered cascade-activation nanodiagnostic and therapeutic platform (AA@Cas-H@HTS) is designed, which achieves the hypoxia activation of prodrug tirapazamine (TPZ) and spatiotemporal release of CRISPR/Cas9 ribonucleoprotein. Tumor hypoxia is greatly alleviated by the synergistic function of HIF-1α depletion by gene editing and TPZ activation. Importantly, targeting HIF-1α disrupts the programmed cell death 1/programmed cell death ligand 1 (PD-1/PD-L1) signaling pathway, which effectively reshapes the immune-suppressive TME and activates T cell-mediated antitumor immunity. Taken together, we have provided a TME-triggered cascade-activation nanoplatform to alleviate hypoxia for improved cancer immunotherapy.