How to turn off showing the margins (aka whitespace) in Excel 2010 Page Layout mode

It was driving me nuts at work, this particular spreadsheet we have. On two tabs it was showing the margins, and on two other tabs, it wasn't. I didn't need to see the margins, and for the life of me I couldn't figure out how to make things consistent.. Then I figured it out when I hovered my mouse over the area!