Note that DFU mode means that your screen is entirely blank. Nothing on it.
It may be helpful to start from square on (off). To shut your device off, press and hold Home and Power as if you are going to do a hard reset. Let both buttons go when you see the phone turn off.
At this point try getting the phone into DFU mode.