CAT and liver cancer: In general, inspired by the characteristic of orthotopic liver cancer microenvironment including mild acidity, low catalase activity, high Fe concentration, and nanomaterials enrichment, we tailored nanomaterials and realized specific rapid release of H2O2 for triggering enhanced Fenton/Fenton‐like reactions, collectively inducing efficient orthotopic liver cancer therapy.