Anosmia or Loss of Smell Caused Due to Damage to Innermost Lining of the Nose: Sometimes due to conditions like acute sinus infections there is irritation of the mucous membranes on the inside of the nose. This may cause temporary or permanent loss of ability to smell or Anosmia.