In this paper, let \(\Omega \) be homogeneous of degree zero which has vanishing moment of order one, A be a function on \(\mathbb {R}^d\) such that \(\nabla A\in \textrm{BMO}(\mathbb {R}^d)\) , we consider a class of nonstandard singular integral operators, \(T_{\Omega ,\,A}\) , with rough kernel being of the form \( \frac{\Omega (x-y)}{\vert x-y\vert ^{d+1}}\big (A(x)-A(y)-\nabla A(y)(x-y)\big ) \) . This operator is closely related to the Calderón commutator. We prove that, under the Grafakos-Stefanov minimum size condition \(GS_{\beta }(S^{d-1})\) with \(2<\beta <\infty \) for \(\Omega \) , \(T_{\Omega ,\,A}\) is bounded on \(L^p(\mathbb {R}^d)\) for p with \(1+1/(\beta -1)< p < \beta \) .