Hi Josse,
Indeed, you will need to use the CSS from the GWT incubator project to have the styles applied to your DatePicker widget.
The DatePicker CSS is included in the standard CSS theme, so once it goes final you can look forward to using it out of the box with styles applied.
Hope that helps,
-Sumit Chandel