Lovecraft didn’t actually have any special insight into ultimate reality. He was at least a little bit crazy. Not really a good reference for any of this.
Was it because Lovecraft had any special insight into reality? Nope, not at all. But he had insight into some of the horrors that can emerge from the depths of our own minds. Probably partially because, like you said, he was a little bit crazy.