We don't fully trust picture proofs. Any rigorous proof can be expressed as a bunch of symbolic manipulations. Some authors have even avoided drawing pictures to make this point.
It's usually far more enlightening to visualize the ideas, though. On that note you might be interested in reading the "Lockhart's Lament" essay.