In this letter, using energy transfers, we demonstrate a route to thermalization in an isolated ensemble of realistic gas particles. We performed a grid-free classical molecular dynamics simulation of two-dimensional Lenard-Jones gas. We start our simulation with a large-scale vortex akin to a hydrodynamic flow and study its non-equilibrium behavior till it attains thermal equilibrium. In the intermediate phases, small wavenumbers () exhibit kinetic energy spectrum whereas large wavenumbers exhibit spectrum. Asymptotically, for the whole range of , thus indicating thermalization. These results are akin to those of Euler turbulence despite complex collisions and interactions among the particles.

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