Wound healing is a complex biological process involving tightly regulated phases of inflammation, proliferation, and remodeling. Developing multifunctional wound dressings that can actively modulate these processes remains a key challenge in regenerative medicine. Wound healing is a complex biological process involving tightly regulated phases of inflammation, proliferation, and remodeling. Developing multifunctional wound dressings that can actively modulate these processes remains a key challenge in regenerative medicine. The BNC/Esc composite film was thoroughly characterized using SEM, FTIR, XRD, swelling behavior, drug release studies, and in vitro cytocompatibility assays. The in vivo therapeutic efficacy was evaluated in a full-thickness excisional wound model in rats over 21 days using histological, biochemical, and molecular analyses. The BNC/Esc film exhibited a uniform nanofibrous morphology, high swelling capacity and porosity, and sustained biphasic esculin release while maintaining excellent biocompatibility. In vivo, the dressing significantly accelerated wound contraction and re-epithelialization, enhanced collagen deposition and alignment, promoted fibroblast proliferation and angiogenesis via upregulation of bFGF and VEGF, and suppressed inflammation and oxidative stress by reducing IL-1β, MPO, and MDA levels, while increasing GPx and SOD activities. This work introduces an innovative natural compound-loaded BNC platform that integrates mechanical support with molecular-level regulation of inflammation and redox balance, offering a promising, multifunctional biomaterial for advanced wound healing applications.