When I took the (oversized) return vent cover off I discovered a message from the previous owners.
And then painted it an off white. The color is Behr's Creme Brulee 370A-1.
The other wall was painted as well. The two side walls haven't been painted yet because we lacked a ladder. My mom also suggested painting it a slightly darker color, which I think would be a good idea.