Spinal cord injury (SCI) is a serious neurological disease that can result in paralysis. After SCI occurs, the blood− spinal cord barrier (BSCB) is disrupted, and permeability is transiently elevated. However, the permeability of the BSCB returns to normal over time, which prevents many drugs from being used in subsequent treatments. In this study, we designed a borneolfunctionalized macrophage membrane encapsulating mesoporous selenium nanoparticles loaded with resveratrol (MSe-Res-BMMs) for SCI treatment. In vivo animal experiments and in vitro cell experiments demonstrated that MSe-Res-BMMs were able to protect neurons from ferroptosis by reducing ROS levels and increasing glutathione peroxidase-4 (GPx-4) activity. In addition, this treatment also reduced ROS-induced inflammation and apoptosis by decreasing the expression of inflammatory factor IL-1β and apoptotic factor Cleaved Caspase-3 at the site of injury. Therefore, MSe-Res-BMMs are expected to provide new therapeutic options for SCI treatment.