When you're in Normal View, clicking W changes to Preview View. (View > Screen Mode). W toggles back and forth.
If you're in Presentation View (View > Screen Mode > Presentation View), pressing W gives you a white background, pressing B gives you a white background.
Thanks Steve! I was actually in the wrong area. I was in General Preferences. Thought it was there. But it's actually under "View" like you said.