You can try doing this in the ColorSync utility (Devices Pane). I say try because it's supposed to work but both ColorSync and the Epson driver don't play by the same rules.
Actually that did it. I changed the default profile in the colorsync utility for the printer and paper type selected. When printing I just select colorsync color management in the printer driver interface. It works like a dream. I am very happy.