The aim of this contribution is to develop a numerical method based on the Crank-Nicolson scheme for time discretization and the F-transform to solve Black-Scholes partial differential equations (PDEs). The F-transform is an efficient method for the approximation of (multivariate) functions, where a transformation of a space of locally square integrable functions into a simple vector space of F-transform components is used. We show how the PDE after the application of the Crank-Nicolson scheme for time discretization can be transformed into a simple vector space of F-transform components in order to find a solution in terms of the F-transform components. An approximate solution of the PDE is derived by the inverse F-transform.