RLS is condition in which people feel an irresistible urge to move the legs. About 15 percent of people who have RLS also have iron deficiency, according to John Hopkins Medicine. The single most consistent finding and the strongest environmental risk factor associated with RLS is iron insufficiency. The symptoms usually occur at night, preventing patients from getting enough sleep.