I have two thoughts on this,
One. Nothing is there.
When you are looking at something, your eyes make thousands of small movements to stay in focus. That movement is amplified farther away from the focus point, which may cause a "shape" or movement in the corner of your eyes. If you combine this with Pareidolia (your mind trying to make a significant object out out random shapes, ie. face in the clouds, etc.) you "see" something.
Two. Something is there.
If something is there it doesn't want to be seen, but like was said by Lady, you can see it better by not looking directly at it. I liken it to the pictures that you can't see the image until you stop focusing on it.