This question assesses the understanding of verb tenses, specifically the past perfect tense. The correct answer is B, as it correctly indicates that the action of leaving the party occurred before the action of arriving. Option A uses the present perfect tense incorrectly for the context. Option C is in the simple past tense, which does not demonstrate the past perfect. Option D is in the future perfect tense, which is not relevant to the question.