Despite oxalic acid (OA) is widely recognized for enhancing pollutant degradation by minerals via ligand-promoted electron transfer and molecular oxygen (O2) activation, its comprehensive mechanistic contributions are not yet fully understood. Herein, we uncover a novel and pivotal role of OA as a proton donor, which triggers a potent reducing force mediated by H• under dark oxic conditions. In a hematite system rich in oxygen vacancies (OVs), the introduction of OA significantly enhanced the removal of bisphenol A and p-nitrophenol from 0% to 62.3% and 21.3% to 64.1%, respectively. Further investigations identified the formation of H• through the transfer of OV electrons to OA-supplied protons as the rate-limiting step in pollutant degradation via a series of analyses including electron paramagnetic resonance spectroscopy, electrochemical analysis, scavenger tests, and theoretical calculations. Moreover, mineral speciation analysis reveals that H• generated at the mineral-water interface directly drives the reductive transformation of pollutants. Simultaneously, H• reduces surface Fe(III) to Fe(II). This newly formed Fe(II) then activates dissolved O2, triggering concurrent oxidative degradation by hydroxyl radical (•OH), high-valent iron (Fe(IV)), and singlet oxygen (1O2). Our findings emphasize the critical role of H• in mineral-mediated biogeochemical processes and pollutant dynamics, and highlight the synergistic reductive-oxidative system driven by OA.