You can use Space, Mouse Wheel or Arrow Keys for rotating pieces. If you don't find a piece, press to Show Hint button :)
A context menu should be shown when right-clicking or, on touch devices, long-pressing in the game. This menu especially allows to play in full screen and control the volume.