In this paper we investigate the quasilinear problem given by the following equation in \(\mathbb {R}^{N}\) \(\begin{aligned} -\hbox {div}\left( |x|^{-ap}|\nabla u|^{p-2}\nabla u\right) +|x|^{-bp^{*}} V(x)|u|^{p-2}u = |x|^{-bp^{*}}K(x)f(u). \end{aligned}\) Here, \(1<p<N\) , \(0\le a< \frac{N-p}{p}\) , \(a<b\le a+1\) , \(p =p (a,b)=\frac{pN}{N-dp}\) and \(d=1+a-b\) . This equation exhibits singularity not only in the nonlinearity but also in the operator. By imposing suitable assumptions on the functions V, K and f, we establish the existence of least energy positive and nodal solutions using minimization technique on the Nehari manifold.