They had all the artwork from the show at the set sale last year, but I don't remember seeing that painting. Maybe someone had already bought it. You see it in quite a few episodes so maybe it was very popular.
You can take a screenshot and maybe ask some of the crew on Twitter or try an art forum. Wish I had more info for you