Go to Preferences ("Options" on Windows), select the "Content" section, click the "Colors..." button, and change the "Override the colors specified by the page with your selections above" dropdown to "Always".
In current nightly:
Go to Preferences/Options, select the "General" section, scroll down to the "Colors..." button in the "Fonts & Colors" part, then as above.