Having no sense of smell is called anosmia. Anosmia can be caused by a blow to the head, by a vitamin A deficiency, or by a viral infection. Famous anosmics include William Wordsworth (poet), Bill Pullman (actor), Brian Mulroney (Canadian Prime Minister), Michael Hutchence (lead singer of INXS) and Ben Cohen (Ben & Jerry’s Ice Cream).