I can't believe it was so simple. So, not only select the object to project on a page, but the page itself as well.
But! It does not work in v0.14.370x, only in the 0.15.4xxx development snapshot.
Thanks Yorik! This shows that no matter how much you think
you know about FreeCAD, there's always something you don't!