Well, Java is a language that can be run on any operating system, it has a Virtual Machine, so your code will run on Windows, Linux, Unix, etc...
It can be run under browser like Applet, just think that you can use all of the available fnctions and components under browser on the Internet?
If you don't like it PHP is another powerful choice of web programming...