Here's why:
* Mysterious is an adjective describing something that is difficult to understand or explain.
* Mystery is a noun that refers to the state or quality of being mysterious.
For example:
* Mysterious: The disappearance of the ship was mysterious.
* Mystery: The mystery surrounding the ship's disappearance baffled investigators.