The water from the tap is desalinated - it still contains traces of salts and minerals even though it is safe to drink (if you choose to).  Your hair isn't falling out, it's breaking off close to your scalp. 

You can use bottled water to help counteract this or you can get a water filter installed that attaches to your shower head.