Here's why:
* Adjectives describe nouns (people, places, things).
* Adverbs modify verbs, adjectives, or other adverbs. They tell us how, when, where, or to what extent something is done.
In the sentence "She secretly admired him," "secretly" tells us *how* she admired him.
The adjective form of "secretly" would be "secret."