IL-2/IL-2R inhibition improved the prognosis of ischemic stroke by regulating T cells, while the respective contribution of T cells with high/medium/low-affinity IL-2 receptors remained unclear. Single-cell RNA sequencing data of ischemic brain tissue revealed that most of the high-affinity IL-2R would be expressed by CD8 + T cells, especially by a highly-proliferative subset. Interestingly, only the CD8 + T cells with high-affinity IL-2R infiltrated ischemic brain tissues, highly expressing 32 genes (including Cdc20, Cdca3/5, and Asns) and activating 7 signaling pathways (including the interferon-alpha response pathway, a key mediator in the proliferation, migration, and cytotoxicity of CD8 + T cells). Its interaction with endothelial cells and the ligand-receptor interaction analysis also suggested an augmented brain infiltration after cerebral ischemia. In IL-2R alpha KO mice, who would have no high- or low-affinity IL-2R in CD8 + T cells, the RNA-seq, qPCR, immunofluorescence, and multiplex assays found that the expression of CD8b, CD122, CD132, and Vcam-1 was upregulated in the acute phase of cerebral ischemia, with decreasing H2-k1 positive cells and increasing Vcam-1 and CD8b positive cells in brain tissue. However, inflammation pathways in brain were inhibited and peripheral inflammatory cytokine levels were reduced, indicating that CD8 + T cells changed into an anti-inflammatory phenotype. The IL-2R alpha KO mice after cerebral ischemia also performed better in behavioral tests and had more favorable results in diffusion tensor imaging, electrophysiology, and MBP testing. Our findings suggested that the CD8 + T cells with high-affinity IL-2R, as well as IL-2R alpha, might be targeted to improve the clinical management of ischemic stroke.