In (iOS && iPhone<9), you can toggle this filter with the triple click trick. In Settings > General > Accessibility > Accessibility Shortcut, select Color Filters, then triple click the home button.
ETA: Ah on the "Go gray" page they describe the steps, including enabling Developer Mode first.