Glioblastoma is an aggressive and incurable primary brain tumor. While the blockade of immune checkpoints leads to reversal of T cell exhaustion in many cancers, the efficacy of this therapy in glioblastoma requires further consideration of the brain microenvironment beyond T cell activity. Neural cells are crucially dependent on glucose for survival, and tumor cells rabidly consume glucose; the glucose-deprived microenvironment further elevates immune checkpoint molecules to benefit tumor growth and exacerbate T cell exhaustion. We review here how immune checkpoints drive exhaustion in T cells while favoring tumor metabolism, and discuss how glucose competition in the unique CNS milieu is an important consideration to improve the outcomes of immune checkpoint blockade in glioblastoma.