This is a jukugo word, which usually means on'yomi readings from the kanji. If you know the readings of your kanji you'll know how to read this as well.
What's up this late at night?
I got a bit hungry in the middle of the night.
The environmental refugee bears crossed the border late in the night to find something to eat in a new country.