Here's why:
* Adverbs modify verbs, adjectives, or other adverbs. "Sweetly" describes how an action is performed (e.g., "She smiled sweetly").
* Adjectives describe nouns. While "sweet" is an adjective, "sweetly" is not.
Let me know if you have any other word-type questions!