Or, if you want to stay with Inkscape, import the pdf there, ungroup until you can select the white background exclusively, set it's opacity to zero, then export to png.
Thanks for your answers which I just read. I did some experiments by myself and I finished to use Inkscape, exactly the same way you explained. It worked