We investigate the Landau-Zener tunneling (LZT) of a self-interacting two-level system in which coupling between levels is nonreciprocal. In such non-Hermitian system, when energy bias two adjusted very slowly, i.e., adiabatic limit, we find that quantum state can still closely follow eigenstate solution until it encounters exceptional points (EPs) at eigenvalues and their corresponding eigenve...