I think that the intuition here has to do with the dimensionality of the problem, in the sense that we have proved that in 3 dimensions a random walk will never return to it's starting point, bit in two dimensions it will. Mapping all probabilistic algorithms into demensional random walk space is probably extremely difficult though.