Here's why:
* It describes a noun: You would say "He was stunned" or "The crowd was stunned." It describes the state of the noun (he or the crowd).
* It doesn't act like a verb: You wouldn't say "I stunned the ball." The word "stun" would be the verb in that sentence.
Let me know if you have any other words you'd like to explore!