Added couple of Buttons in FlowPane and set graphic property to each of the buttons.
Till JavaFx 2.1 b09, the graphic was set at the correct place i.e. before the button text (left side of the button).

I have tried b10 as well as b11 but same issue in both.

Attached are netbeans project and screenshot