Did you give your reasoning in resignation letter for leaving the employer. Have you received reliving letter etc? What did your employer say regarding you leaving without notice?
Your employer is entitled to get the amount since you have breached the terms and conditions of your service. However make a representation to your employer higher authorities and go for settlement.