I couldn't really find anything important after doing a quick search on it. It's possibly just to avoid nausea, as some pills can make you nauseous and/or give you a stomach ache if taken on an empty stomach. If anyone else has some more info I'm sure they'll add to this.
It does say you can take it with a snack or light meal, that can even just be one piece of toast or a granola bar.