We consider the uniform random $d$-regular graph on $N$ vertices, with $d \in [N^α, N^{2/3-α}]$ for arbitrary $α> 0$. We prove that in the bulk of the spectrum the local eigenvalue correlation functions and the distribution of the gaps between consecutive eigenvalues coincide with those of the Gaussian Orthogonal Ensemble.