Here's why:
* Gerund: A gerund is a verb that acts as a noun. It always ends in "-ing".
* Gerund Phrase: A gerund phrase is a gerund with its modifiers (words that describe the gerund).
In this case, "catching" is the gerund, and "fun" is the object of the gerund. Together, they form a gerund phrase acting as the noun of the sentence.