We decide to add white trim molding and baseboards.
In the above photo, you can see the trim inside the closet. We decided to go with a plain trim on the inside of the closet without the rosettes since it's not visible when you walk into the room.
Here's a view of the new baseboard. It's amazing how this new trim makes the room look so much newer and brighter.