Ischemic stroke is a complex health condition that can cause ischemia and necrosis of brain tissue. Subsequently, the excessive activation of glial cells can result in various inflammatory and oxidative stress reactions that exacerbate ischemic brain injury. In this paper, we propose the targeted selfassembly of a three-dimensional nanoparticle network containing Danshensu to rescue ischemic penumbra by reducing oxidative stress and glial overactivation. The network comprises nanoparticles composed of chitosan, thiol ketone, and carboxymethyl-β-cyclodextrin as the core wrapped by the Pro−His−Ser−Arg− Asn (PHSRN) peptide sequence as the outer layer and loaded with Danshensu. The PHSRN-peptide-modified nanoparticles bind to integrin α5β1 overexpressed on the damaged blood−brain barrier and accumulate in the damaged brain in a rat model of ischemia/reperfusion. When stimulated by reactive oxygen species, thiol ketone bonded to the nanoparticles was hydrolyzed, facilitating responsive drug release while consuming the reactive oxygen species. Subsequently, the released Danshensu scavenged the reactive oxygen species to prevent oxidative stress and inhibited the activation of astrocytes, thereby suppressing proinflammatory cytokine secretion, improving the inflammatory brain microenvironment and reducing neuronal apoptosis.