I\'m working to test (via JUnit4 and Spring MockMvc) a REST service adapter using Spring-boot. The adapter simply passes along requests made to it, to another REST service (usin
org.springframework.boot.test.mock.mockito.MockBean @MockBean helped me out.
Here's another solution.  Simply put, it just creates a new RestTemplate bean and overrides the one already registered.
So while it performs produces the same functionality as @mzc answer, it allows me to use Mockito to craft the response and verification matchers a bit easier.
Not that it's more than a couple lines of code, but it also prevents from having to add additional code to convert from the Response object to a string for the above mockRestServiceServer.expect().andRespond(<String>) method's arg.
@RunWith(SpringJUnit4ClassRunner.class)
@WebAppConfiguration
@SpringApplicationConfiguration(classes = MainSpringBootAdapter.class)
@TestPropertySource("/application-junit.properties")
public class WacControllerTest {
    private static String Controller_URL = Constants.REQUEST_MAPPING_PATH + Constants.REQUEST_MAPPING_RESOURCE + compressedParams_all;
    @Configuration
        static class Config {
            @Bean
            @Primary
            public RestTemplate restTemplateMock() {
                return Mockito.mock(RestTemplate.class);
        }
    }
    @Autowired
    private WebApplicationContext wac;
    private MockMvc mockMvc;
    @InjectMocks
    private Controller Controller;
    @Mock
    private RestTemplate rt;
    @Value("${file}")
    private String file;
    @Spy
    private DataProvider dp;
    @Before
    public void setup() throws Exception {
        dp = new DataProvider(file); 
        MockitoAnnotations.initMocks(this);
        this.mockMvc = MockMvcBuilders.webAppContextSetup(this.wac).build();
        this.rt = (RestTemplate) this.wac.getBean("restTemplateMock");
    }
    @Test
    public void testGetResponse() throws Exception {
        String[] strings = {"request", "100"};
        //Set the request params from the client request
        Map<String, String> parameters = new HashMap<String, String>();
        parameters.put(Constants.PARAM_SINGLELINE, strings[0]);
        parameters.put(Constants.PARAM_FORMAT, Constants.PARAMS_FORMAT.JSON);
        Mockito.when(
            rt.getForObject(Mockito.<String> any(), Mockito.<Class<Object>> any(), Mockito.<Map<String, ?>> any()))
            .thenReturn(populateTestResponse());
        mockMvc.perform(get(Controller_URL, strings)
            .accept(Constants.APPLICATION_JSON_UTF8))
            .andDo(MockMvcResultHandlers.print());
        Mockito.verify(rt, Mockito.times(1)).getForObject(Mockito.<String> any(), Mockito.<Class<?>> any(), Mockito.<Map<String, ?>> any());
        }
        private Response populateTestResponse() {
            Response  resp = new Response();
            resp.setScore(new BigDecimal(100));
            resp.setData("Some Data");
            return resp;
    }
}
                                                                        Spring's MockRestServiceServer is exactly what you're looking for. 
Short description from javadoc of the class:
Main entry point for client-side REST testing. Used for tests that involve direct or indirect (through client code) use of the RestTemplate. Provides a way to set up fine-grained expectations on the requests that will be performed through the RestTemplate and a way to define the responses to send back removing the need for an actual running server.
Try to set up your test like this:
@WebAppConfiguration
@ContextConfiguration(classes = {YourSpringConfig.class})
@RunWith(SpringJUnit4ClassRunner.class)
public class ExampleResourceTest {
    private MockMvc mockMvc;
    private MockRestServiceServer mockRestServiceServer;
    @Autowired
    private WebApplicationContext wac;
    @Autowired
    private RestOperations restOperations;
    @Before
    public void setUp() throws Exception {
        mockMvc = MockMvcBuilders.webAppContextSetup(this.wac).build();
        mockRestServiceServer = MockRestServiceServer.createServer((RestTemplate) restOperations);
    }
    @Test
    public void testMyApiCall() throws Exception {
        // Following line verifies that our code behind /api/my/endpoint made a REST PUT
        // with expected parameters to remote service successfully
        expectRestCallSuccess();
        this.mockMvc.perform(MockMvcRequestBuilders.get("/api/my/endpoint"))
            .andExpect(status().isOk());
    }
    private void expectRestCallSuccess() {
        mockRestServiceServer.expect(
            requestTo("http://remote.rest.service/api/resource"))
            .andExpect(method(PUT))
            .andRespond(withSuccess("{\"message\": \"hello\"}", APPLICATION_JSON));
    }
}