Accurate electricity price forecasting is crucial for power trading on the spot market.Benchmarking was done on several pre-trained models for electricity price forecasting.TSFMs like Chronos-Bolt and Time-MoE performed well but the biseasonal MSTL model stood out with consistent performance.The study used 2024 day-ahead auction electricity prices from Germany, France, the Netherlands, Austria, and Belgium for evaluation.