It can. In fact, pain or no neck pain is one of the key symptoms in helping identify the etiology of the thyroiditis. Here's an algorithm from American Family Physician:
Source
Bindra, A and Braunstein, G. "Thyroiditis" American Family Physician. 15 May 2006.