All of these results demonstrated the Pt‐doping nanoparticles possessed continuously stable catalase‐like activity and could generate O2 to improve PDT efficacy under the hypoxia environment in the tumor cells, broadening an avenue for the application of metal materials‐based nanozyme in the biomedical field. Here, CAT is linked to neoplasm.