If you want to disable only the maximize button then use :
stage.resizableProperty().setValue(Boolean.FALSE);
or if u want to disable maximize and minimize except close use
stage.initStyle(StageStyle.UTILITY);
or if you want to remove all three then use
stage.initStyle(StageStyle.UNDECORATED);