Thanks you for the idea :-) They were switched off.
In preview mode, they are gone. Really strange... I tried moving the imported images and the rectangles move with them. Yet, when I open the png file or the svg file, they aren't there. But as long as I'm the only one who sees them because they are only in Scribus, it's okay. :-)