Irregular verbs are verbs that do not follow the typical past tense formation of adding "-ed" but instead have unique past and past participle forms, as demonstrated through the examples of "run", "buy", and "be". The document provides examples of irregular verbs and contrasts them with regular verbs that do follow the standard past tense formation with "-ed", such as "walk", "play", and "jump".