Motivated by the long-lasting 3.5σ discrepancy in the anomalous magnetic moment of muon, we consider a new muon-specific force mediated by a light gauge boson, X, with mass m X < 2m µ and the coupling constant g X ∼ (10 −4 , 10 −3 ). We show that the Belle II experiment has a robust chance to probe such a light boson in e + e − → µ + µ − + X channel and cover the most interesting parameter space explaining the discrepancy with the planned target luminosity, dt L = 50 ab −1 . The clean signal of muon-pair plus missing energy at Belle II can be a smoking gun for the new gauge boson. We expect that the (invisibly decaying) muon-philic light (m X ∼ < 2m µ ) gauge boson can be probed down to g X ∼ > 1.5 × 10 −4 (4.6 × 10 −4 , 2.3 × 10 −4 ) for 50 (1, 10) ab −1 search.