That line doesn't bother me cos I always hear it as (and sing it as) "heavy as a drug".
It would be better if it were, "Heavy as our luck,"...but then he couldn't use "luck" again, so he'd be faced with the same problem, and maybe he'd do something like, "We need the rain to wash away our big truck," and that's even worse, and this sentence is way too long.