Here's why:
* Adjectives describe nouns: "Stately" describes a noun, like a "stately home" or a "stately figure."
* Adverbs modify verbs, adjectives, or other adverbs: There's no verb, adjective, or other adverb that "stately" is modifying in a sentence.
Let me know if you have any other word type questions!