If something happens in the dead of night, at dead of night, or in the dead of winter, it happens in the middle part of the night or the winter, when it is darkest or coldest. [literary]
I couldn't fly illegally into a country in the dead of night.
We buried it in the garden at dead of night.
Early one Thursday morning in the dead of winter I awoke to a blizzard.