You absolutely can. Eating less calories than your basal metabolic rate (calories burned just to stay alive) means stored energy will be burnt and body weight will reduce.
You missed the point. Sure a negative energy balance will cause weight loss. But even if you get to a BMI in the range considered normal you won't be healthy over the long term without frequent exercise. Just being thin doesn't help if you're weak.