Dear Alex
A big thanks to you. Yes, that was the problem. It works!
I bought the J-Link debugger and connected it AFTER I already installed all the GCC and Eclipse software dev environment per the Getting Started Guide. I was able to build in both GCC command line and Eclipse no problem.