I created a Preloader (based on the following tutorial) that should display a splash screen for the main application.
9.3.4 Using a Preloader to Display the Applicat
The IDEs aren't great at adding preloaders yet. Take a look at the Manifest in your program's jar file and make sure this line is present:
JavaFX-Preloader-Class: SplashScreenLoader