Motivated by the recent muon anomalous magnetic moment (g-2) measurement at FERMILAB and nonzero neutrino masses, we propose a model based on the SU (3)(C) x SU (3)(L) x U(1)(X) (3-3-1) gauge symmetry. The most popular 3-3-1 models in the literature require the presence of a scalar sextet to address neutrino masses. In our work, we show that we can successfully implement an one-loop linear seesaw mechanism with right-handed neutrinos, and vector-like fermions to nicely explain the active neutrino masses, and additionally reproduce the recent Muon g(-2) result, in agreement with existing bounds. (C) 2022 The Author(s). Published by Elsevier B.V.