Electromagnetic (EM)-assisted catalytic heating for in-situ hydrogen generation directly from petroleum reservoirs is an emerging method for decarbonizing petroleum industry and facilitating energy transition. Lab-scale experiments have shown that hydrogen generated from methane cracking in the presence of sandstone via EM heating can reach up to a concentration of 91 mol.% at 668 °C. However, the role of various minerals in reservoir rocks during this process remains poorly understood. This study aims to decipher the natural catalytic effects of minerals of reservoir rocks, such as quartz, kaolinite, illite, chlorite, etc., in catalyzing methane conversion to hydrogen under EM irradiation. Our findings demonstrate that kaolinite exhibits the strongest catalytic activity, starting to generate hydrogen at 331 °C and achieving a 73% methane conversion at 450 °C, while chlorite and albite also showing notable activity with hydrogen being generated below 500 °C. Furthermore, this study quantifies the catalytic contributions of metal oxides, Na+ in albite, Fe2+ and Mg2+ in chlorite and illite, and Al3+ in kaolinite, in promoting methane conversion to hydrogen. By deciphering the catalytic role of minerals and metal oxides, this research offers crucial insights for future optimization of field-scale H2 production from gas reservoir by leveraging the minerals of reservoir rocks as natural catalysts.