who told you that?? distilled water is the purest form of water hence it has ZERO taste, natural drinking water (river/well etc) have dissolved minerals in them for taste. You can gulp a glass of distilled water no problem, it will taste a little strange to you because for you "normal" is not distilled.
btw the words "Mineral Water" are not allowed to be used anywhere in Pakistan, that is why all bottled water now say "drinking water" which is actually 0TDS, some expensive brands add a "taster" to it.