As other's have mentioned, PHP's cURL functions will allow you to perform advanced HTTP requests. You can also use file_get_contents to access REST APIs:
$payload = file_get_contents('http://api.someservice.com/SomeMethod?param=value');
Starting with PHP 5 you can also create a stream context which will allow you to change headers or post data to the service.