Are you doing the install EXACTLY according to the instructions?
Printers, especially Epson printers, are extremely fussy about the way they are installed. If you deviate from that, the installation will fail.
I'm not certain about this particular model but most Epsons require the software to be installed before the printer ever goes near to being connected.
If, as you indicate, you don't have drivers get them from click here