Before dawn, after sunrise, at twilight, at sunset, break of dawn, etc.
No definite article anywhere. I see them as certain periods of the day and they cannot be too specific (i.e. no definite article) because they are the same every day. Whatever the logic, this is how it's said.
He left before the dawn, on the other hand, seems to say the dawn also left, after him