Pancreatic ductal adenocarcinoma (PDAC) is characterized by intratumoral abundance of neutrophilic/polymorphonuclear myeloid-derived suppressor cells (PMN-MDSC) which inhibit T-cell function through JAK2/STAT3-regulated arginase activity. To overcome limitations of systemic inhibition of PMN-MDSCs in cancer-bearing patients-i.e., neutropenia and compensatory myelopoietic adaptations-we develop a nanoengineering strategy to target cell-specific signaling exclusively in PMN-MDSCs without provoking neutropenia. We conjugate a chemically modified small-molecule inhibitor of MDSC-surface receptor CXCR2 (AZD5069) with polyethylene glycol (PEG) and chemically graft AZD5069-PEG constructs onto amphiphilic polysaccharide derivatives to engineer CXCR2-homing nanoparticles (CXCR2-NP). Cy5.5 dye-loaded CXCR2-NP showed near-exclusive uptake in PMN-MDSCs compared with PDAC tumor-cells, cancer-associated fibroblasts, and macrophages. Encapsulation of JAK2/STAT3i Ruxolitinib (CXCR2-NP Ruxo ) resulted in more durable attenuation in STAT3-regulated arginase activity from PMN-MDSCs and induction of cytolytic T-cell activity vs. free Ruxolitinib in-vitro and in-vivo . Cell-specific delivery of payloads via CXCR2-homing immunonanoparticles represents a novel strategy to disrupt MDSC-mediated immunosuppression and invigorate antitumor immunity in PDAC.