Deer aren't people. Their daily activities have to go on regardless of weather. They can't sit inside and wait it out.
The rain may mean they move less and stick to thicker cover so that's where you need to be. The temperature means nothing.
It was -17 here yesterday morning and life in the deer world was business as usual.