I think this is going to be a mixed bag.
First, the lower rpm's might help, but the rate of acceleration will drop and you might unconsciously compensate offsetting whatever gain you got.
Second, tire rolling resistance isn't so much size dependent as it is material dependent. That is, it's more about the tire itself than its size. See my page on the subject here:
Barry's Tire Tech