There could be buildup on the rails and wheels preventing proper electrical flow at slower speeds.
If you don't have specialized track/wheel cleaner, rubbing alcohol will do in a pinch.
If you don't have specialized track/wheel cleaner, rubbing alcohol will do in a pinch.