Done (thanks to this thread).

#sudo nano /etc/mail/sendmail.cf

search for DS

# “Smart” relay host (may be null)
DSfoo.domain.bar [Note! There is no space between DS and the domain.)

#sudo /etc/init.d/sendmail restart

Now I can spend my time playing with Joomla!