Let T be a bilinear Calderón-Zygmund singular integral operator and T * be its corresponding truncated maximal operator. For any b ∈ BMO(R n ) and bbe the commutators in the j-th entry and the iterated commutators of T * , respectively. In this paper, for all 1Since then, the study on the compactness of commutators of different operators has attracted much more attention. For examples, the compactness of commutators of the linear Fourier multipliers and pseudodifferential operators was considered by Cordes [13]. Beatrous and Li [1] studied the boundedness and compactness of the commutators of Hankel type operators. Krantz and Li [19],[20] applied the compactness characterization of the commutator [b, T Ω ] to study Hankel type operators on Bergman space. Wang [28] showed that the commutators of fractional integral operator are compact form L p (R n ) to L q (R n ). In 2009, Chen and Ding [8] proved thar the commutator of singular integrals with variable kernels is compact on L p (R n ) if and only if b ∈ CMO(R n ) and they also establised the compactness of Littlewood-Paley square functions in [9]. Later on, Chen, Ding and Wang [10] obtained the compactness of commutators for Marcinkiewicz Integral in Morrey Spaces. Recently, Liu, Wang and Xue [23] showed the compactness of the commutator of oscillatory singular integrals with non-convolutional type kernels.