Sure. If you feel that it will benefit you spiritually, go ahead. But don’t overdo it. If not eating food leads to you being “hangry,” then it’ll end up being a penance for everyone else around you!
DISCLAIMER: Catholic Answers has turned over the archive to Catholic-Questions.org and no longer owns, manages, or moderates the forums. For additional apologetics resources please visit www.catholic.com.