I have checked the 'Hide taskbar when not in use' in the advanced settings, and I'm using unclutter to hide my mouse. Yet, when I boot my Pi, the mouse is located on top of the Raspberry icon on the task bar, that causes the toolbar not to hide.
I have also tried placing the Task bar to the bottom, but the mouse moves along with it on boot, causing the Task bar to stay visible.