While explaining the mystery behind the open French window, the events narrated by Mrs. Sappleton's niece manage to create a sense of foreboding. Later, when the three men approach the open window, the reader (like Framton) can only logically conclude that they were ghosts. Hence, one can say that this story does contain elements of the mystery.
