Here's why:
* Common nouns refer to general, non-specific people, places, or things.
* Proper nouns refer to specific people, places, or things (e.g., "Saturday", "Sunday", "John").
Since "weekend" refers to the general concept of the period between Friday evening and Sunday evening, it's a common noun.