When your cat is growling, the best advice is to leave the cat alone. Trying to touch or talk to your feline will only escalate the aggression. The best way to calm them is by simply leaving the room. You might also consider taking away any other object, animal or person that is making your pet feel stressed, frightened, or threatened.