Pd-based catalysts are crucial in direct formate fuel cells owing to their high stability and selectivity for the formate oxidation reaction (FOR) to CO 2 , avoiding carbonaceous poisoning species (e.g., CO ad , CH x ) in alkaline media. However, the kinetics of Pd-based electrocatalysts are considerably impeded by the unfavorable adsorption of hydrogen species (H ad ), which serve as the primary intermediators and occlude the active sites. Herein, we crafted electron-rich Pd nanoparticles on a TiO 2 support with oxygen vacancies (Pd/O v -TiO 2 ) to improve H ad desorption. The as-prepared Pd/O v -TiO 2 exhibited a high mass activity of 4.16 A mg Pd −1 , outperforming Pd/TiO 2 without oxygen vacancies and commercial Pd/C by 1.41 and 2.72 times, respectively. Experimental characterizations and density functional theory calculations revealed that the oxygen-vacant TiO 2 can concurrently downshift the d-band center of Pd and facilitate hydrogen spillover, thereby accelerating H ad desorption and FOR kinetics. Our findings provide a strategy to refine Pd-based catalysts for broader electrochemical uses.