How do you switch from multitasking mode back to normal display mode?

If you mean that you've opened the taskbar at the bottom of the screen, then you can just tap any part of the screen above it and that should close the taskbar. Or do you mean something else ?

You mean switch from showing the recently used apps bar or dock back to regular home screen display mode?

If so, select the Home button.