How do I make renoise start in fullscreen on linux

It starts windowed with the taskbar showing every time, even if I made it fullscreen previously. I’m on ubuntu if that helps.

That depends on your window manager settings. It has nothing to do with Renoise.
I recommend asking the Ubuntu community.