If there is any water at all, some gets emulsified and some gets demulsified is my guess, though I've never experimented to make sure.
I don't think that they would react together, as they don't really work by reaction to remove the water. But I don't know if one would have a higher affinity to the water over the other, having preferential bias until it was used up and then the other could take over. Interesting question.