The bicycle is still, for all intents and purposes, one of the most (if not the most) efficient modes of human-powered transportation.

Walking is a fight against gravity, in which you're constantly falling forward and catching yourself with a forward foot. Rolling through, you transfer that to forward momentum.

From a subjective point of view, cycling is more fun.