I manually start it from the i3-config:
exec xfce4-panel --disable-wm-check
The funny thing is that none of the entries in the Applications menu have an icon anymore?
They worked just fine with the default xfce desktop, and I see all the icons in System Tools -> Application Finder.
Where should I start to look for a solution?