In the hedging of electricity increasingly option contracts which are well-known in finance and risk management play an important role. The efficient pricing of option contracts is essential to facilitate their use in real-world hedging. In this talk we present a class of high-order compact finite difference schemes which are very efficient and at the same time parsimonious and memory-efficient to implement. We discuss stability and convergence results, and present results of numerical experiments.