The LUX-ZEPLIN collaboration recently reported a excess at a nuclear recoil energy of , challenging the standard elastic WIMP paradigm. We show that a leptophobic inelastic dark matter model with a vector mediator naturally explains this anomaly while evading all low-energy direct detection constraints. The viable parameter space features and mass splitting . Our multi-messenger analysis reveals that neither the heavy () nor light () mediator scenario reproduces the Fermi-LAT Galactic center excess, and neutrino fluxes remain consistent with IceCube limits. Both scenarios predict recoil tracks near 80 nm in lead-bearing paleo-detectors. At an optimistic uranium-238 concentration of g/g, 10 mg Gyr of exposure could yield an excess above the estimated background even when astrophysical signals are negligible. The LZ anomaly, if confirmed, points toward a dark sector with inelastic transitions and leptophobic couplings, with the paleo-detector providing the smoking-gun evidence.

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