Can you disable toolbar by default in Finder?
This should work:

Close all open Finder windows
Open a New Finder window and arrange it to your liking.
From the Menu select View then Show View Options ⌘+J
Click the Use as Defaults button at the bottom.



Toolbar
Also, the View Menu shows many shortcuts to toggle view options.