Try turning the key to ON for a few seconds and let the fuel pump do its thing. and start the car.
Also make sure you did turn the key all the way to the start position.
If that doesn't help I'd bring it back to the dealer.
I've started my engine cold in 0ºf weather without issue, except it cranks and little slower but that's expected.