I plugged the unit in with expected temps and humidity (60's on both) and after running for most of a day, there was about an ounce of water in the tank, at most.
I suspect the Peltier technology just isn't sufficiently efficient at lower temperatures. The specs on most of these units describes the moisture they pull with temps and humidity's in the mid-80's which may be great in the summer but doesn't work well enough in the shoulder seasons.
So...I'm now looking at a desiccant type dehumidifier, specifically the
Ivation 13-Pint Small-Area Desiccant Dehumidifier. These cost about $100 more, but their claim to fame is that they work well in low temperatures.