I don't know whether you believe in this or not, but one mystery I think is rather beautiful is the idea that Mary Magdalene is the figure depicted next to Jesus Christ in the Last Supper painting.
They mystery of why she is there, what the painter (Leonardo Da Vinci) was trying to say, and whether they had kids or not... That's a beautiful mystery!