Immune mechanisms contribute to the neuropathology of Alzheimer’s disease (AD) but the role of adaptive immune cells is unclear. Here we show that the brain CD8+ T cell compartment is dysregulated in AD patients and in a mouse model with the hallmarks of AD, accumulating activated CD103– tissue-resident memory T cells that produce large amounts of granzyme K (GrK). These CD103–CD8+ T cells originate from the circulation and migrate into the brain using LFA-1 integrin. Ablation of brain CD103–CD8+ T cells in AD mice ameliorated cognitive decline and reduced neuropathology. GrK induced neuronal dysfunction and tau hyperphosphorylation in human and mouse cells via protease-activated receptor-1 (PAR-1), which is expressed at higher levels in the AD brain, revealing a novel immune-mediated neurotoxic axis. We conclude that communication between CD8+ T cells and the nervous system is altered in AD, paving the way for therapies targeting T cell-dependent neurotoxic inflammation.