Abstract Obesity, characterized by excessive lipid storage, has become a global epidemic that severely impacts health and quality of life. Current anti‐obesity strategies have encountered a range of challenges and limitations in practice. Metal clusters have recently emerged as a novel class of nanomaterials, with excellent enzyme‐mimicking properties and highly effective in scavenging reactive oxygen species (ROS). In this study, atomically precise Au 25 clusterzymes encapsulated dissolvable microneedles (Au 25 @DMNs) as the transdermal drug delivery system are developed to treat high‐fat diet (HFD)‐induced obesity. After six weeks of treatment (once every two days), the Au 25 @DMNs group showed a significant reduction in weight gain, with a 21% decrease compared to the HFD group. Au 25 @DMNs treatment also effectively reduced fat accumulation, improved glucose homeostasis, and alleviated lipid metabolism disorders. Especially, Au 25 @DMNs treatment significantly mitigated chronic inflammation in white adipose tissue (WAT) and even alleviated systemic inflammation. Further studies revealed that Au 25 clusterzymes from Au 25 @DMNs neutralized microenvironmental ROS, which in turn triggered WAT browning via the AMPK/PGC‐1α pathway, thus achieving high efficiency in anti‐obesity. These findings demonstrate that transdermal delivery of clusterzymes via dissolvable microneedles can effectively induce WAT browning and thermogenesis, thus providing a new platform for combating obesity and related metabolic disorders.