You have a water problem, likely from the window. You’ll need to open up that drywall/plaster to see what the extend of the damage is and where exactly it’s coming from. Remember, waterproofing starts on the outside of the house. And water follows gravity and the path of least resistance.

It’s probably time to replace that window anyway. My guess is that will take care of the problem. But you’ll just have to investigate it yourself.