I cannot find how to change it, except by changing the general theme

Within map aspect, if you check the box for "Advanced mode" this will give you control over the wall colours, amongst many other things. If you need more precise control, you can edit you maps .json file - you're looking for skin.base.walls and skin.base.wallOutline