Skinr classes on  tag
I solved the problem in the meantime.

In fact, there wasn't even a problem. I was adjusting the skins for the node, when I tought I'm doing that for the whole page. What I didn't notice at the time is that there is a contextual link icon in the top righ corner, and you have to use that in order to adjust the skin for the whole page.