Have you tried "Add a Printer" from the laptop ? You should see an option to add a network printer attached to another computer, and be able to browse to the Epson connected to your desktop, and add it as the default printer for your laptop.
Our network is set up exactly as yours, except we've 3 laptops. The 3 print wirelessly to the desktop connected printer.
Hope this works !