Unfortunately there's nothing you can do to make it go away besides wait or lift again.

The only way to prevent it is to lift more frequently. I know that my legs are in a constant state of soreness if I don't squat 3x per week (usually I'll do two heavy days and a light day, or one one heavy, moderate, light).