Rest days are needed so that your body can recover and repair/strengthen itself. Many coaches and other experts cite that can also sharpen your focus and reinvigorate your spirit.
Since running is my Zen time, I often struggle on rest days. To offset the anxiousness, I will often leverage yoga, meditation, and breathing techniques such as Wim Hof.