We apply the complex Langevin (CL) method to a chiral random matrix theory
(ChRMT) at non-zero chemical potential and study the nearest neighbor spacing
(NNS) distribution of the Dirac eigenvalues. The NNS distribution is extracted
using an unfolding procedure for the Dirac eigenvalues obtained in the CL
method. For large quark mass, we find that the NNS distribution obeys the
Ginibre ensemble as expected. For small quark mass, the NNS distribution
follows the Wigner surmise for correct convergence case, while it follows the
Ginibre ensemble for wrong convergence case. The Wigner surmise is physically
reasonable from the chemical potential independence of the ChRMT. The Ginibre
ensemble is known to be favored in a phase quenched QCD at finite chemical
potential. Our result suggests a possibility that the originally universal
behavior of the NNS distribution is preserved even in the CL method for correct
convergence case.Comment: 11 pages, 14 figure