Actually it's not as hard as you would think.
Just stop frequenting the "Normal" places you usually go to. Start going to different types of places. Change your appearance, dye your hair, cut it differently or grow it out, get some clear lensed glasses (or use contacts if you need glasses to see) and concentrate on the way you walk, talk and the type of clothing you wear. You would be surprised.