While the drop down is displayed, Ctrl+Shift+click on the run configuration history you want to remove. A dialog will open to confirm the deletion.
You can disable the confirmation dialog in Eclipse's preferences: Window > Preferences > Run/Debug > Launching: uncheck "Prompt for confirmation when removing a configuration from the launch history".