The \(C^0\) - \(Q_k\) ( \(k\ge 2\) ) interpolated Galerkin finite elements are constructed on 2D and 3D rectangular meshes for the Poisson equation. In this interpolated Galerkin finite element method, all nodal-value degrees of freedom of the standard \(Q_k\) finite element inside a rectangle/cube are replaced by the Laplacian values at the nodes. Thus one obtains these degrees of freedom of the finite element solution by the interpolation values of the right hand side function. The remaining system of linear equations consists of unknowns at inter-element boundaries only. That is, the interpolated finite element solution is the Galerkin projection in a much smaller subspace. The method reduces the number of unknowns of the traditional finite element method from \(O(k^2)\) to O(k) per element in 2D. We prove the unique solution converges at the optimal order in both \(L^2\) and \(H^1\) norms. Numerical examples are computed by the interpolated finite elements and the traditional finite elements in 2D and 3D.