Down on the bottom right, where the little hand is, right next to it looks like a Protractor from your math class.
Right click on it (It's actually the Perspective Icon). Now in the properties window that pops up, uncheck the box in the left colomn that says highlight edges and click ok.
See if that does the trick.
