In the below example I have created rotate animation button. In below code I have used scale and translate effect on rotate animation button. Here I have added Button in button i have used an img and added a TextView in activity_main xml layout then I have created new directory (anim) , In anim directory I have created new anim_rotate.xml layout. In MainActivity I have used AnimationUtils.loadAnimation function and setOnClickListener method. You can see below program it will clearly describe you how to create rotate animation  button in android.

Step(1)activity_main.xml layout-

<?xml version="1.0" encoding="utf-8"?>
<LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
    android:layout_width="fill_parent"
    android:layout_height="fill_parent"
    android:orientation="vertical" >

    <TextView
        android:layout_width="fill_parent"
        android:layout_height="wrap_content"
        android:text="Animation Button with Image"
        android:textAlignment="center"
        android:layout_marginTop="20dp"
        android:textSize="20dp"
        android:textColor="@color/colorAccent"/>


    <Button

        android:drawableLeft="@drawable/wordpress"
        android:id="@+id/click"
        android:layout_width="200dp"
        android:layout_height="wrap_content"
        android:layout_margin="10dp"
        android:text="Rotate" />

</LinearLayout>

Step(2)MainActivity-

public class MainActivity extends AppCompatActivity {

    @Override
    public void onCreate(Bundle savedInstanceState) {
        super.onCreate(savedInstanceState);
        setContentView(R.layout.activity_main);


        final Animation animRotate = AnimationUtils.loadAnimation(this, R.anim.anim_rotate);
        Button btnRotate = (Button)findViewById(R.id.click);
        btnRotate.setOnClickListener(new Button.OnClickListener(){

            @Override
            public void onClick(View arg0) {
                arg0.startAnimation(animRotate);
            }});
    }
}

Step(3)-Create new directory anim and created here new rotate_alpha.xml layout-

<?xml version="1.0" encoding="utf-8"?>
<set xmlns:android="http://schemas.android.com/apk/res/android"
    android:interpolator="@android:anim/linear_interpolator">
    <rotate
        android:fromDegrees="0"
        android:toDegrees="360"
        android:pivotX="50%"
        android:pivotY="50%"
        android:duration="500"
        android:startOffset="0"
        android:repeatCount="1"
        android:repeatMode="reverse" />
    <scale
        android:fromXScale="1.0"
        android:toXScale="3.0"
        android:fromYScale="1.0"
        android:toYScale="3.0"
        android:pivotX="50%"
        android:pivotY="50%"
        android:duration="500"
        android:repeatCount="1"
        android:repeatMode="reverse" />
    <translate
        android:fromXDelta="0"
        android:toXDelta="100%p"
        android:duration="500"
        android:repeatCount="1"
        android:repeatMode="reverse"/>
</set>