I used following command on my terminal to find out the files which are greater than 1GB on my start up disk.
sudo find -x / -type f -size +1G
From the above command I found that some of my VirtualBox images caused this growth and then backed them up to some other partition.
Next, I need to find a way to make my VirtualBox to not use my start-up disk. :-)