Fix WordPress Briefly Unavailable for Scheduled Maintenance Error

So you are updating your Wordpress website and feeling good about keeping everything up to date when a "Briefly unavailable for scheduled maintenance. Check back in a minute." page appears. You wait a minute and press F5 to refresh ... still there. You wait a few more minutes and it is still there. You force [...]