Try holding down Alt and clicking the horizontal ruler to remove horizontal guides, and vertical ruler to remove vertical guides.
If the guides extend beyond the document, then this will usually work. If not, you have to make sure the top left corner of the document is hidden behind the rulers. For example, the top left corner of your window might show 1" into your document.