Thank you tgmedia for the solution. Somehow it changes the <p> to <div> which makes it unaccessible for the customizer.
What I learned is how it happens in the first place: the customizer does not like the usage of the RETURN (as well as Shift+Return) key. So if you want to create a new line or paragraph – you better use the customizer and add a new element.
