Pedal harder. Seriously!
On top of that, it's all about aerodynamics if you're on the flat. Don't wear baggy flappy clothes, keep yourself tucked in nice and tight, check you're in a nice aero position by looking at yourself in shop windows and get some aero bars. Once you're moving, the weight of the bike makes little difference in my experience.