I personally feel the best option in this case is to message the receivergiver and kindly let him know that the secret Santa has a minimum gift. Something along the lines of
If the givegiver still doesn't meet the minimum next year (and after a personal reminder to give the minimum) then you may want to consider not letting him participate. But that's a long way off yet.