This paper presents a blind interference suppression algorithm used in DS-CDMA system.The algorithm is a nonparametric likelihood ratio(NLR) criterion added to the classic ICA algorithm to decrease the data error rate and improve system performance markedly.The simulation results show that this new algorithm provides better interference suppression and reduce the requirements of the SNR than the other two methods which not use NLR criterion.