False.
http://healthlink.mcw.edu/article/926345803.html
http://www.princeton.edu/pr/pwb/99/0405/brain.htm

The damage caused by alcohol is supposed to be at least partially reversible, as in your brain will regenerate itself after you stop drinking...unlike the liver.