Moving in the force-free field and tilted periodic potential, the diffusion of the inertial particle driven by the correlated Lévy noise and the dissipative nonlinearity, is investigated in this paper. We find that the non-negative time correlation, especially the underlying long-range correlation in the process, widens the particle's coordinate distribution which behaves as a trimodal shape, highlighting the bimodal nature of the velocity distribution, which finally yields the anomalous diffusive behavior in the force-free field, i.e., Δx 2 (t) ∼ t α eff , α eff > 1. Besides this, due to the time correlation, in the periodic potential the velocity distribution behaves as a trimodal shape and presents a nonmonotonic transform with the correlation time increasing. The anomalous diffusive behavior still exists but the effective diffusion index is larger than the force-free field. We consider these phenomena to originate from the contribution of both the dissipative nonlinearity and the non-negative time correlation.