Here's why:
* Subject: The subject of the sentence is "Gentle rain". This is what the sentence is about.
* Predicate: The predicate tells us something about the subject. In this case, it tells us what the gentle rain did: it began to fall.
The predicate always includes the verb and any other words that modify or complete the verb.