There is no way to hide the toolbar completely. At most, you can make the toolbar smaller by clicking the arrow on the right side of the toolbar and then move it to a corner.
A long workaround is to select the images you want to view in full screen slideshow. Select Create->PDF slideshow. After this click the Full Screen Preview button to view a full screen view without the toolbar.