iTunes Series Pass Problem

I bought the series pass for the new series of Doctor Who yesterday, and downloaded the HD and SD versions of the first two episodes. However, today, it has kept them in my download queue and keeps trying to download them.

Is this normal behaviour for a series pass? And how can I get these out of my download queue?

Thanks in advance!