Using mouse right on a pic and choosing "Set image as desktop background". The wanted new background image does show though as a small pic in Desktop settings > Background. But it is NOT set in actuality. The old one remains active.
I did not find an "Issues" tab from the main Solus Project's Github page. Sorry if this is the wrong place to tell a bug.