I left it for a couple of hours to rise and made them into plain buns to steam. They came out not too bad:
DH said he still preferred something with sugar, even just a little bit. These buns taste just too plain. I guess salt, sugar and milk powder will still be present in my future recipes.
Recipe for this unsuccessful trial is
Plain flour 550g
(I know it's quite aggressive change....)