White steel is very reactive, I make knives with it everyday, you cannot leave acidic substances on the blade orr leave water on it. Wipe it down, oil it if going into storage for duration. You did not get ripped off this is typical white steel reaction.
If you do not sharpen and polish your knives on a daily basis (white steel is the choice forr professionals who use and sharpen/polish it frequantlly.
You can force a patina, this will turn the entire blade a darker shade of grey. Once the patina has built up you are looking for black oxide / rust, not active red rust. Put the knife or keep wiping it down with lemon juice. Until it darkens. Then once you have got it to the colour you like. Rub it with sodium bicarb and rinse and dry it off.
Then your knife will not rust anymore, and it will just develop an advanced patina each time you cut acid foods and darken over time. This way only the very cutting edge will have a silver glint when sharpened, and that is the only tiny strip you have to polish now to maintain it, you can just leave the rest to darken up.
White steel needs very good care from it's owner, if this is your first Japanese carbon steel knife, you jumped in at the deep end, but if you learn how to take care of white steel, you will know how to take care of any carbon blade in future, as this is the most reactive type of carbon steel, it makes 1095 seem stainless.