Here's why:
* Collective nouns refer to a group of things considered as a single unit (e.g., team, flock, family).
* Facts are individual pieces of information that can be verified. They are not a group that acts as a single entity.
While we might talk about a "body of facts" or "a collection of facts," the word "facts" itself doesn't function as a collective noun.