While intracranial radiation therapy is commonly used in the treatment of intracranial and extracranial tumors, it inevitably contributes to radiotherapy-induced brain injury (RBI). This has induced severe clinical events, such as progressive cognitive impairment and irreversible neurological damage. However, an effective clinical pharmacotherapy is lacking, highlighting the urgent need for a new therapeutic target and development of an effective drug delivery platform. Accordingly, in the present study, we identified that neuronal cuproptosis plays a crucial role in RBI by spatial transcriptomics. Furthermore, we constructed a biomimetic delivery system using mesoporous silica nanoparticle to dual-load UK5099 (cuproptosis inhibitor) and melatonin (neuroinflammation inhibitor), which was followed by the camouflage of targeting macrophage membrane. Through nose-to-brain delivery, this system was found to quickly distribute the in the injured brain to release UK5099 to inhibit neuronal cuproptosis; meanwhile, release melatonin was released to alleviate neuroinflammation by eliminating reactive oxygen species, inhibiting glial overactivation, and downregulating pro-inflammatory cytokines. Therefore, this system considerably improved behavioral functions, decreased brain edema, and increased neuronal survival in RBI mice, which was superior to the single treatment based on either cuproptosis or neuroinflammation. Furthermore, the underlying therapeutic mechanism was preliminarily revealed. The results not only highlight the significance of neuronal cuproptosis in RBI, but also suggest that it is a promising approach in RBI therapy.