Conservation Reserve Program Tax Fairness Act of 2003 - Amends the Internal Revenue Code to treat conservation reserve program payments as real estate rentals and thus excluded from consideration in self-employment net earnings.Amends the Social Security Act to treat such payments similarly for purposes of old, age, survivors, and disability insurance (OASDI) benefits.