In my opinion "It's blisteringly cold" would be more usual.
The use of adverbs is appropriate when what you're trying to suggest is that the level of adjective could have a physical effect:
Blisteringly hot = so hot your skin might blister
Nail-bitingly scary = so frightening you might bite your fingernails in fear
Amazingly cold = so cold, one is amazed at the low temperature