MOR23 deficiency accelerates hepatic steatosis through the cAMP/PKA/AMPK pathway, increasing lipogenesis and free fatty acid uptake while decreasing β‐oxidation in mice fed a high‐fat diet. Here, OR10J5 is linked to fatty liver disease.