Here's why:
* Regular verbs form their past tense and past participle by adding "-ed" (walked, walked; played, played).
* Irregular verbs have unique, unpredictable forms for their past tense and past participle.
The past tense of "go" is went, and the past participle is gone. These forms do not follow the regular "-ed" pattern.