Colds, flu, respiratory infections and pneumonia can cause chills and the feeling of coldness. Strep throat and viral infections can also be identified as a direct cause of feeling cold and having the chills. Fever often accompanies these ills and causes chills and coldness as the body temperature has been elevated.