Here's why:
* Nouns name people, places, things, or ideas.
* Adverbs modify verbs, adjectives, or other adverbs. They tell us how, when, where, or to what extent something happens.
In the sentence "It will probably rain tomorrow," "probably" modifies the verb "will rain" by telling us how likely it is to rain.