•The siRNA micelleplexes were designed for turning “cold” tumors into “hot” ones•Tumor-microenvironment-responsive nanomaterial precise drug delivery•Normalize the tumor vasculature to enhance oxygen-dependent photoimmunotherapy It is highly desirable turn ones improve efficacy of antitumor immunotherapy. Photoimmunotherapy can induce immunogenic cell death (ICD), providing a new path pursue th...