Science comes from the word "sciens", the latin for knowing.
It ws based on the idea that we could LEARN, and how we can learn. SO, it has always been about the methodology. The methodology is based on reason, so science is always reasonable.
However, some thiings we have learned are counter-intuitive, which makes them seem "unreasonable".