Cleaning / Painting behind glass balustrade

I have had this glass balustrade installed about 18 months ago. It is starting to stain and get dirty on the wall behind it and it is very difficult to clean.

Has anyone got any suggestions on the best way to solve this issue or do you have to take the glass off (which seems like a big job)