In this paper, we establish a weak-type (1,1) boundedness criterion for vectorvalued singular integral operators with rough kernels. As applications, we obtain weak-type (1,1) bounds for the convolution singular integral operator taking value in the Banach space 𝑌 with a rough kernel, the maximal operator taking vector value in 𝑌 with a rough kernel and several square functions with rough kernels. Here, 𝑌 = [𝐻, 𝑋] 𝜃 is a complex interpolation space between a Hilbert space 𝐻 and a UMD space 𝑋.