Let Ω be a homogeneous function of degree zero and enjoy the vanishing condition on the unit sphere S n−1 (n ≥ 2). Let TΩ be the convolution singular integral operator with kernel Ω(x)|x| −n . In this paper, when Ω ∈ L ∞ (S n−1 ), we consider the quantitative weighted bounds of the composite operators of TΩ on rearrangement invariant Banach function spaces. These spaces contain the classical Lorentz spaces and Orlicz spaces as special examples. Weighted boundedness of the composite operators on rearrangement invariant quasi-Banach spaces were also given.