WHen I first used IntelliJ a few years back, I really really enjoyed it. I agree with you that Eclipse is somewhat frustrating. I'm not the biggest fan with how it handles "projects".
I like creating a Project and then having sub modules with in it. Or in Visual Studio terms, A solution with projects inside it. Instead of one folder for each project like Eclipse does...