Or, that the cause is known but there are several potential mechanisms behind it. Usually those mechanisms are not well understood and may in turn be triggered by something that may not have been explained by science yet -- an infection, genetic abnormality or even an injury earlier in life.
Personally, I think many of the cases where something works for one patient but not another is actually saying there's more than one possible cause for the situation.