I had this issue while using RestAssured with JUnit. For me this programmatic approach worked:
@BeforeClass
public static void setUpClass() {
ch.qos.logback.classic.Logger root = (ch.qos.logback.classic.Logger) org.slf4j.LoggerFactory.getLogger("org.apache.http");
root.setLevel(ch.qos.logback.classic.Level.INFO);
//...
}