Zirconium-porphyrin metal-organic framework (MOF-545) encapsulated all inorganic iodide perovskite (CsPbI3) composite (CsPbI3@MOF-545) is used as highly efficient photocatalyst to catalyze NIR light induced atom transfer radical polymerization (ATRP). The combination of CsPbI3 and MOF-545 leads to a synergistic effect with enhanced photoinduced carrier separation and light absorption performance in the composite photocatalyst. The constructed CsPbI3@MOF-545(10 %) can efficiently catalyze the conversion more than 90 % of various monomers under 810 nm NIR light irradiation. Strong oxygen-resistance has been confirmed in the CsPbI3@MOF-545(10 %) catalyzed photo-ATRP system. In a large-volume photo-ATRP system (100 mL), the polymerization of methyl methacrylate (MMA) achieved a conversion over 90 % in 10 h using NIR light in air. The success of chain extension and block polymerization indicates good end-chain fidelity for the synthesized polymers. The composite photocatalyst still displays high photocatalytic activity for the synthesis of polymers with controllable dispersity after seven photopolymerization cycles, demonstrating its promising potential for practical applications.