We consider the uniform random $d$-regular graph on $N$ vertices, with $d\in [N\alpha ,N2/3-\alpha ]$ for arbitrary $\alpha >0$. 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.