Here's why:
* Common nouns refer to general things or people. They are not specific.
* Collective nouns refer to a group of people or things.
While a week is a collection of days, it is not a group in the same way that a "team" or a "flock" is a group. It's a unit of time.
Therefore, "week" is a common noun.