Penicillin allergy is an adverse immune response to penicillin and related antibiotics, characterized by symptoms ranging from mild skin rashes to severe anaphylaxis. It occurs when the immune system mistakenly identifies penicillin as a harmful substance and triggers an allergic reaction.