Here's why:
* Adjectives describe nouns: "Delicate" describes the quality of a noun. For example, "a delicate flower" or "a delicate touch".
* Adverbs modify verbs, adjectives, or other adverbs: "Delicately" would be the adverb form of "delicate". For example, "She handled the vase delicately."