A little bit of research I did suggested that just pressing the button would effectively reboot the router, but to set it back to factory defaults you need to press and hold it for (estimates vary) 30 to 120 seconds while the router is powered on.

I never tried that, relying instead on the reset-to-default setup screen.

tanstaafl.