You need to set the governor for the planet in question. You can do this from the planetary details screen, or, moderately more conveniently, by using Ctrl + P when you have said planet selected.
Although the shortcut works when in the colony list, the window, at last check, popped up underneath the list, making it about useless. You should however be able to use it from the planet list via F1 or thereabouts.
"new" and "all" are equivalent to your build queue when you're in a planet screen; they have nothing to do with what planets it applies to. You may also be neglecting to save your governor, but that much I would doubt.