Sorry, should had been more specific. It only happens with some of the items, some other works ok. I have looked very closely into the items, trying to find what sets them apart from each other but I can't see nothing. I even deleted the problematic items and added them again (with totally new pictures) with no help.
I now changed the cart to session (not cookie as before) and the problem went away and the customer can live with this arrangement.