The correct past tense form of the verb 'go' in English is 'went'. English is known for its irregular verbs, which do not follow the typical pattern of adding -ed to create the past tense. For example, instead of saying 'goed', we use 'went'. It's essential to memorize these irregular forms as they are frequently used and cannot be derived from the current form by the usual rules.