Here's why:
* Adverbs modify verbs, adjectives, or other adverbs.
* Quite modifies the adjective late, telling us the degree to which it was late.
Let's break it down:
* It (pronoun)
* was (verb)
* quite (adverb)
* late (adjective)
* for a telephone call (prepositional phrase)