The Rambam, the Chovos HaLevavos, and many, many others proved intellectually that a Higher Power created the world, and that He gave us the Torah. They were all avowed rationalists, and they proved beyond a doubt that Judaisim is quite rational.
But they were attempting to prove that judaism is rational, they weren’t attempting to determine whether judaism is rational.