I just put mnemonic parsing on a form that's a GridPane with Labels in the left column and TextFields on the right. I'm using Scene Builder and put an underline in the Labels and checked the parsing property. When I run the app and press Alt, the mnemonic-enabled Labels are highlighted and their underlines displayed.