Alright found the answer myself. In addition to changing the return type to String, I also had to add StringHttpMessageConverter as a converter. Snippet below:
@Rest(rootUrl = "http://my.root.url", converters = { StringHttpMessageConverter.class, SimpleXmlHttpMessageConverter.class})
Note: The order of converters is important.