Newton was evidently searching for meaning in the universe and God, and I don't think it was a bullshit code search. The scientific establishment back then was extricably connected to Christianity, and esoterically with alchemy. It wasn't the scientific establishment post-Victorian as we know it now.

The Victorians popularised Utilitarianism, which cut away those elements that otherwise Newton was a part of.