The verb 'enjoy' is always followed by the gerund (-ing form), not the infinitive. 'Walking' is the correct gerund form, while 'walk' is the base form and 'walked' is the past tense form, neither of which can follow 'enjoy'. This is a fixed verb pattern in English.