The story
From knowledge + -ful (suffix forming adjectives from nouns, with the sense of being full of, tending to, or thoroughly possessing the quality expressed by the noun).
First known use, by meaning
- from late 16th c. Full of knowledge; knowledgeable.
Etymology from Wiktionary, CC BY-SA 4.0.