CO2 to multicarbon fuels via photocatalytic conversion, especially propylene, is a viable pathway, but propylene remains unreported due to the two C-C coupling with the eighteen-electron reduction process. Herein, [1,1′-biphenyl]-3,3′,5,5′-tetracarbaldehyde, and [2,2-bipyridine]-5,5-diamine units were condensed and synthesized in combination with a post-modification strategy, named BTA-COF-M (M = H, Cu, Fe, Co, Ni or Zn). BTA-COF-Cu has distinct kagome lattices and abundant exposed-atom Cu sites, which can induce CO2 to undergo two C-C couplings into C3H6 products under visible light illumination. According to experimental and theoretical analyses, the outstanding performance of BTA-COF-Cu can be attributed to the ideal synergistic contribution of the Kagome lattices and the atomic Cu active sites, which promote CO2 adsorption/activation, facilitate photoexcited charge carrier dynamics, and induce secondary coupling of key intermediates. This research provides an innovative perspective for the construction of Kagome lattice COF with monatomic metal sites for CO2 reduction to high value-added propylene.