Celibacy is about living in awareness and with care. Celibacy is something that should be chosen as a positive affirmation; not because one wishes to deny, avoid, escape.
As per, namely, the Catholic Church--it is not about believing that there is something wrong or bad within you which must be defeated or suppressed.
Celibacy is about Love. It is about that deeply spiritual, unconditional love and living connected with it, being in tune with the Universe.
Peace and much love to all. =)