Let \(\beta \in (0,n)\) . In this paper, we study the boundedness of the singular integral \(\begin{aligned} T(f)(x):=\mathrm {p.v.}\int _{\mathbb {R}^n}\frac{\Omega (y)}{|y|^{n-\beta }}f(x-y)\,dy, \end{aligned}\) which can be viewed as an extension of the classical Calderón–Zygmund singular integral, on Morrey spaces. Precisely, let \(q\in (1,\infty )\) and \(\theta \in (0,n]\) . We prove that, for any \(f\in \mathcal {M}^{\theta }_q(\mathbb {R}^n)\cap \mathcal {M}^{\theta }_1(\mathbb {R}^n)\) , \(Tf\in \mathcal {M}^{\theta }_q(\mathbb {R}^n)\) and \(\begin{aligned} \Vert Tf\Vert _{\mathcal {M}^{\theta }_q(\mathbb {R}^n)}\le C\left[ \Vert f\Vert _{\mathcal {M}^{\theta }_q(\mathbb {R}^n)} +\frac{\beta ^{\frac{(q-1)n}{q}}}{\root q \of {n(q-1)-\beta q}}\Vert f\Vert _{\mathcal {M}^{\theta }_1(\mathbb {R}^n)}\right] , \end{aligned}\) where the constant C is independent of \(\beta \) and f, and \(\mathcal {M}^{\theta }_q(\mathbb {R}^n)\) denotes the Morrey space on \(\mathbb {R}^n\) .