Our findings reveal that RES ameliorates fatty liver injury primarily by inhibiting the NLRP3 inflammasome through PINK1-mediated mitophagy, which provides a potential novel therapeutic strategy for mitigating fatty liver disease. This evidence concerns the gene PINK1 and fatty liver disease.