Radiation-induced brain injury (RBI) is a severe complication of cranial radiotherapy that poses a significant clinical challenge due to a lack of effective treatments. Ferroptosis, an oxidative stress-driven cell death pathway, has been implicated in its pathogenesis. Here, we report that 75% ethanol (GBF-8), a novel subfraction isolated from male Ginkgo biloba flowers, confers significant protection against RBI. In a murine RBI model, GBF-8 administration restored cognitive function and alleviated neuroinflammation. We demonstrated that this neuroprotective effect is mechanistically linked to ferroptosis inhibition. Integrated proteomic and metabolomic profiling identified the Solute carrier family 7 member 11 (Slc7a11)–Eukaryotic Translation Initiation Factor 4E Binding Protein 1 (Eif4ebp1) axis as the primary target of GBF-8. This work not only establishes GBF-8 as a promising therapeutic candidate but also delineates a previously unrecognized regulatory axis for combating ferroptosis in RBI.