Switch between light and dark mode

Click More at the bottom of the sidebar and select Dark or Light (depending on your current mode) to change the dashboard's appearance. The More menu is also where you'll find Support and Logout.

Not the same as your public theme. This only changes how your dashboard looks. The Preview Theme setting on your Profile page controls how your public-facing profile appears to fans — that's a separate setting.