O2 spacers (available from Clark Motorsport) "may" stop the EML from coming on but doesn't work for everyone all of the time unfortunately. Still they are cheap to buy at around £12 each so always worth a shot.
Fuel consumption will go up though most likely, ...as you'll probably press the loud pedal more often just for the noise.