Electroluminescent refrigeration, though theoretically proposed half a century ago, is rarely reported due to the requirement of extremely low nonidealities. Here, we theoretically show that by operating the device in the near-field regime with a vacuum gap down to 10 nm, photon tunneling through evanescent waves can increase the tolerance of non-intrinsic nonradiative recombination to 31.6%. More importantly, the refrigeration rate may be enhanced by 2000-fold over the far-field scenario. In addition, the lowest achievable cooling temperature against the ambient condition of 300 K extends from 284.2 K to 270.6 K. A self-consisted model based on the fluctuationdissipation theory combined with dyadic Green's function method is developed considering the effect of the chemical potential of photons on the energy of Planck's quantum oscillators. This work opens a route to greatly enhance electroluminescent refrigeration, while relieving the strict material's requirement, for solid-state noncontact thermal management.