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Recurrent/metastatic head and neck squamous cell carcinoma (HNSCC) is an aggressive malignancy with a significant unmet need for enhancing immunotherapy response given current modest efficacy. Here, we perform an in vivo CRISPR screen in an HNSCC mouse model to identify immune evasion genes. We identify several regulators of immune checkpoint blockade (ICB) response, including the ubiquitin C-terminal hydrolase 5 (UCHL5). Loss of Uchl5 in tumors increases CD8 T cell infiltration and improved ICB responses. Uchl5 deficiency attenuates extracellular matrix (ECM) production and epithelial-mesenchymal-transition (EMT) transcriptional programs, which contribute to stromal desmoplasia, a histologic finding we describe as associated with reduced anti-PD1 response in human HNSCCs. COL17A1, a collagen highly and specifically expressed in HNSCC, mediates in part Uchl5-mediated immune evasion. Our findings suggest an unappreciated role for UCHL5 in promoting EMT in HNSCC and highlight ECM modulation as a strategy to improve immunotherapy responses.