Here's why:
* Common nouns refer to general, non-specific people, places, or things. They are not capitalized.
* Proper nouns refer to specific people, places, or things. They are capitalized.
"Beauty" is a general concept that can refer to anything perceived as aesthetically pleasing. It doesn't refer to a specific person, place, or thing. Therefore, it is a common noun.