Indoors. If possible, you should be in a sturdy building away from electrical appliances or anything metal that goes to the outside. If there's the possibility of a tornado, you should take additional precautions.
If you cannot go indoors, stay away from tall objects, like trees, or sign posts, as they are some of the more likely places for lightning to strike. Also stay away from low places, like ditches, which may become flooded.