Most likely mysql.sock
does not exist in /var/lib/mysql/
.
If you find the same file in another location then symlink it:
For ex: I have it in /data/mysql_datadir/mysql.sock
Switch user to mysql and execute as mentioned below:
su mysql
ln -s /data/mysql_datadir/mysql.sock /var/lib/mysql/mysql.sock
That solved my problem