Judge Rizgar Mohammed Amin had been criticised by Iraqi and US officials for being too lenient on Saddam Hussein during his murder trial.
The resignation is a severe blow to attempts to bring the former dictator to justice.
Fellow judges are trying to persuade Judge Rizgar to reconsider.