Huh. I have been to places where I found tap water to have a very bad taste, unnoticed or at least uncommented upon by those who lived there. The particular place I'm thinking of had well water with high iron (I think it was) content.
I can detect differences in tap water flavor in different locations, but I don't like any of them enough to drink them when there's something else I do like.
This paper (PDF)1 looks more than a little interesting:
I find this interesting, in that the days I get less work done (due to e.g. spending more time on Less Wrong) are often days when I don't eat breakfast right away, and am generally undereating (like today).
References
1. Matthew T. Gailliot, Roy F. Baumeister. (2007) The Physiology of Willpower: Linking Blood Glucose to Self-Control. Personality and Social Psychology Review, Vol. 11, No. 4, 303-327