WordNet sense 1 (someone who practices self denial as a spiritual discipline):

abstainer

WordNet sense 2 (pertaining to or characteristic of an ascetic or the practice of rigorous self-discipline):

ascetical

WordNet sense 3 (practicing great self-denial):

spartan, austere

WordNet sense 4 (sparing in consumption of especially food and drink):

abstemious