It sounds like my Brother Laser printer which doesn't even have a wireless light.
You have to run the setup CD that came with the printer first. This usually either takes the wireless setting from the host machine or will request that you select the network from a list and provide the password.
After that it will connect by itself for future use.
If you don't have the disc you can download the software from Epson's website.