Correct answer: Half hour after sunset to half hour before sunrise
Headlights are required from a half hour after sunset to a half hour before sunrise, when you can't see 500 feet ahead, in tunnels and whenever your wipers are on. Daytime running lights are not enough.
Source: Chapter 2: Safety First β Using Your Horn, Headlights, and Emergency Signals