Rural Physicians Relief Act of 2006 - Amends the Internal Revenue Code to allow certain primary health services providers (i.e., physicians and licensed mental health care practitioners) a tax credit of $1,000 for each month such providers provide medical care to rural patients in certain sparsely populated areas of the United States.