Firefox has a built-in function for that called “Quick Find”. Simply hit / when the browser focus is on any part of the web page that does not allow text input.
The downside of this method is that you can’t use the Previous/Next buttons that are present on the full “Find” bar.
Alternatively, you can use the full find bar and hit Esc when done.