The muon anomaly was strengthened by recent experimental results at Fermilab, which may be signatures of new physics. A scenario of leptophilic scalar accounting for the muon anomaly is investigated in this paper. Though a light mainly decaying into standard model (SM) particles has been excluded by experiments, a dark leptophilic scalar predominantly decaying into invisible fermionic dark matter (DM) $\chi \bar{\chi}\phi_L \to \chi \bar{\chi}m_{\phi_L} = 3 m_\chi$), the coupling preferred by the muon and the coupling are derived. The light/heavy (roughly 1 GeV as a benchmark value) can be tested by future experiments via DM/SM decay modes, and ’s contribution to the anomalous magnetic moment of tau lepton could be investigated at lepton colliders. The search of via electron scattering in DM direct detection is not sensitive due to a tiny electron coupling, especially for $m_\chi \gtrsim m_\mu$.

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