We extend Peng's maximum principle for semilinear stochastic partial differential equations (SPDEs) in one space-dimension with non-convex control domains and control-dependent diffusion coefficients to the case of general cost functionals Nemytskii-type coefficients. Our analysis is based on a new approach characterization second order adjoint state as solution function-valued backward SPDE.