We present a new approach to the study of singular multi-parameter multilinear Fourier multipliers via multiple vector-valued inequalities. This summarizes some of our results from [1] and [2]. The main example is the bi-parameter paraproduct Π ⊗ Π , for which we prove estimates within the whole range of admissible Lebesgue estimates.