If so simple than many people think, me included :)
cd to Project Folder/src/package there you should see yourClass.java then run javac yourClass.java which will create yourClass.class then cd out of the src folder and into the build folder there you can run java package.youClass
I am using the Terminal on Mac or you can accomplish the same task using Command Prompt on windows