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The seed, a critical organ in higher plants, serves as a primary determinant of agricultural productivity, with its quality directly influencing crop yield. Improper storage conditions can diminish seed vigor, adversely affecting seed germination and seedling establishment. Therefore, understanding the seed-aging process and exploring strategies to enhance seed-aging resistance are paramount. In this study, we observed that seed aging during storage leads to a decline in seed vigor and can coincide with the accumulation of hydrogen peroxide (H₂O₂) in the radicle, resulting in compromised or uneven germination and asynchronous seedling emergence. We identified the abscisic acid (ABA) catabolism gene, <i>abscisic acid 8′-hydroxylase 2</i> (<i>OsABA8ox2</i>), as significantly induced by aging treatment. Interestingly, transgenic seeds overexpressing OsABA8ox2 exhibited reduced seed vigor, while gene knockout enhanced seed vigor, suggesting its role as a negative regulator. Similarly, seeds pretreated with ABA or diphenyleneiodonium chloride (DPI, an H₂O₂ inhibitor) showed increased resistance to aging, with more robust early seedling establishment. Both <i>OsABA8ox2</i> mutant seeds and seeds pretreated with ABA or DPI displayed lower H₂O₂ content during aging treatment. Overall, our findings indicate that ABA mitigates rice seed aging by reducing H₂O₂ accumulation in the radicle. This study offers valuable germplasm resources and presents a novel approach to enhancing seed resistance against aging.