Down Syndrome (DS), the most common genetic cause of intellectual disability, is associated with lifelong cognitive disability. However, the mechanisms by which triplication of human chromosome 21 genes drive neuroinflammation and cognitive dysfunction are poorly understood. Here, using the Ts65Dn mouse model of DS, we performed an integrated single-nucleus RNA- and ATAC-seq analysis of the cortex. We identify cell type-specific transcriptional and chromatin-associated changes in the Ts65Dn cortex, including regulators of neuroinflammation, transcription and translation, myelination, and mitochondrial function. We discover enrichment of a senescence-associated transcriptional signature in Ts65Dn oligodendrocyte precursor cells (OPCs) and epigenetic changes consistent with a loss of heterochromatin. We find that senescence is restricted to a subset of cortical OPCs concentrated in deep cortical layers. Treatment of Ts65Dn mice with a senescence-reducing flavonoid rescues cortical OPC proliferation, restores microglial homeostasis, and improves contextual fear memory. Together, these findings suggest that cortical OPC senescence may be an important driver of neuropathology in DS.