SOLVED!!
Just needed to put this into my nginx config and presto!
location ~ [^/]\.php(/|$) {
fastcgi_split_path_info ^(.+\.php)(/.+)$;
fastcgi_index index.php;
# fastcgi_pass 127.0.0.1:9000 (or your php-fpm socket);
fastcgi_pass unix:/var/lib/php5-fpm/web98.sock;
include fastcgi_params;
fastcgi_param PATH_INFO $fastcgi_path_info;
fastcgi_param SCRIPT_FILENAME $document_root$fastcgi_script_name;
}