Fortunatley, I have a friend that is comfortable with MySQL command, so he help me out by suggesting this command below:
update $tablename set $field=replace( $field, '/oldfolder/' , '/newfolder/')
Of course I needed to do this for 3 tables, which were wp_options, wp_postmeta and wp_posts, but it worked!