Having seen it multiple times and in multiple languages see is the scoop:
Under the Opera lives a man with a deformed face that he hides under a mask. He falls in love with the female Opera singer, obviously this is a 2+ hours play so I can't get into more details. Lots of beautiful singing and an analogy would be Beauty and the Beast,
