Communicate your disappointment to your mentee.

When you see your mentee the next time, mention that you were disappointed about the canceled meeting and reiterate how much you care about him. Explain that you understand that he may need to cancel a meeting with you and let him know that it would be better for you if he did so in advance rather than just being a no-show.