I loved the book (usually, Lovecraft’s work drives me nuts, because adjectives), but I assumed that The Great Old Ones were Cretaceous-era native lifeforms that had basically gone extinct.

He wrote his books at a time, when significant parts of the Earth were still a mystery. I sort of feel envy for that.