Here's why:
* Common nouns are general names for people, places, or things (e.g., ocean, city, dog).
* Proper nouns are specific names for individual people, places, or things (e.g., Atlantic Ocean, New York City, Fido).
Since "Atlantic Ocean" refers to a specific body of water, it is a proper noun and should be capitalized.