The appearance of UI-Controls in Java FX can be either configured programmatically, or with CSS. See this comprehensive CSS reference. Hopefully it will be distributed with the official SDK doc in the next release...
Its a kind of "Convention Over Configuration" again :-).
Classic Java EE 7 Workshops: Bootstrap, Effective and Architectures, July, 13th-15th
Online workshop: Java EE 7 Bootstrap