Here's why:
* It describes a noun: It tells us something about a noun, such as "The silence was inexplicable" or "His behavior was inexplicable."
* It answers the question "what kind?": You could say "What kind of silence?" and the answer would be "inexplicable silence."
Let me know if you have other words you'd like to identify!