Found the solution:
I need to edit NGINX server config file where I have to change
location / {
try_files $uri $uri/ /index.php;
}
to
location / {
try_files $uri $uri/ /index.php?$args;
}
Oh, I cannot remove coupon,too.
nginx/1.7.1
PHP Version:5.4.29