Lost sense of depth

Like I said, everything in colors is relative. When I covered most of background with local colors, the mid-section is now not dark enough. As the result, I can't see difference of the distances between the background and the midsection.
Instead of fixing this, I move on to the foreground next. Again, since these colors are relative, they would look different once I put colors on the foreground.