Step 1

To rotate objects you have to select the object and hover near the corner boxes of the bounding box. Instead of the mouse icons, you'll see a bent arrow. When clicking and dragging you rotate the object. While holding "Shift" the rotation will be in steps of 15 degrees.

Step 2

You can also change the rotation in the properties pane.

Step 3

Step 4

Step 5