Have you followed correctly the procedure in the manual? It may be possible the Wifi signal is too weak between printer and your device. Have you tried connecting the two with Ethernet cable?
For manual set-up for wireless use of the printer does your computer (device) find the printer in the list of found devices within range? If not you will need wired connection. The WPS button can only work with both devices on and a good signal.