Thanks for the tip. I'm going to try some compound.
http://www.amazon.com/gp/product/B0002YPAFY
I noticed the tape above the leak, seems to have some rust marking.
A very small amount of water was leaking down from the brass fitting.
So it was leaking from both ends..
Maybe this time, it's going to hold.. Until the tank gets old..