Highly efficient photothermocatalytic CO2 reduction by CH4 (CRM) on Ru/CeO2 is realized by merely using focused UV–vis–IR irradiation. It shows very high production rates of H2 and CO (57.37 and 65.79 mmol min−1 g−1), and a large light‐to‐fuel efficiency (30.6%), much higher than those of Ru/Al2O3. It also shows good catalytic durability and excellent coking resistance with an extremely low coke formation rate (rC), 30.6 times lower than that of Ru/Al2O3. This is attributed to a synergetic effect between Ru and CeO2 nanoparticles. The formation of a Ru/CeO2 interface promotes CH4 dissociation on Ru nanoparticles. The produced carbon species is not only oxidized by the oxygen produced by CO2 dissociation on Ru nanoparticles like Ru/Al2O3, but also by the active oxygen of CeO2. CO2 molecules strongly adsorb on the resultant oxygen vacancies of CeO2, forming a CO2 molecule fence around Ru nanoparticles, accelerate the oxidation of carbon species, thus improving catalytic activity and tremendously reducing rC. The photothermocatalytic CRM on Ru/CeO2 follows a light‐driven thermocatalysis mechanism. A novel photoactivation is found to enhance the catalytic activity due to both CH4 dissociation and the oxidation of carbon species being promoted upon light irradiation.