Antonyms are words that mean the opposite, while synonyms are words that mean the same. The document provides examples of antonym and synonym word pairs like offensive/stunning, treacherous/safe, and strange/familiar. It encourages practicing identifying more examples and handling test questions on synonyms and antonyms.