Here's why:
* Common nouns refer to general things, not specific individuals or places.
* Proper nouns are specific names of people, places, or things (like "Captain Kidd's Treasure" or "The Lost City of Atlantis").
Since "treasure" refers to any valuable possession, it's a common noun.