Thanks a lot guys. It works. Have changed the icons to a smaller and still usable size.
I am using 12.10 LTS (the beta version but with updates). According to the help in documentation, one can change launcher icon size via System Settings/Appearance. I tried it but there was no icon size sliding bar in my Appearance setting. Anyone using 12.10 and find this feature absent?