Splash doesn't do anything. However, he is splashing water around, so you may think why it doesn't inflict damage.
In the Japanese games, it was called ホップ, literally meaning 'Hop'. So, if you hopped in real life, it won't really do anything. So that kind of explains that.
Also, it explains why some other non-Water type Pokemon can learn Splash.
Hope I helped. :)