I found the solution for this issue.
In my server the mode rewrite is already on. But some default values need to be change on /etc/apache2/apache2.conf
file. Following are my changes,
First, find
<Directory /var/www/>
Options Indexes FollowSymLinks
AllowOverride None
Require all granted
</Directory>
And change AllowOverride None to All and save.
Then enable mode rewrite using the command(In this case already enabeled),
$ sudo a2enmod rewrite
Then restart the server,
$ sudo /etc/init.d/apache2 restart
Run the project. Works fine.