so if a capacitor is connected in series with a resistance. Then if one side of capacitor is connected to a positive terminal. Then does that mean that plate has to be positive charge. The electrons travel from the positive plate around the loop to the negative side?

Yes, that is what happens. The capacitor remains neutral. There are equal and opposite charges on the plates.