Your PHP example is possible to write in a way that is nearly identical to the C# you provided. Why are you prefixing Namespace\MyClass(); when you declared your namespace scope in 'use \My\Namespace'? Your assignment can just be:
$var = new MyClass();
This brings it pretty much in line with your C# example. Have you read the PHP docs on namespaces?