Obviously because it alludes at the "books of secret knowledge" of yore, hard to find books, compiled by masters of some domain and filled with useful knowledge.

It's like calling your Chinese restaurant "Golden Palace". It's not golden and its not a palace. It's just meant to convey "typical chinese", "luxury", etc.