Here's why:
* Common nouns refer to general people, places, or things.
* Proper nouns refer to specific people, places, or things (e.g., John, London, Eiffel Tower).
Since "stranger" refers to any person who is unknown or unfamiliar, it's a general term, making it a common noun.