Lots of people pay no income tax, if they earn less than a certain amount.
Does this person have a business, or a cash in hand job, or some other way of getting a large income?
I am sure the HMRC will look in to it, but if it is a small amount they may not bother pursuing it, they are probably swamped as they have some people who avoid paying any tax who earn millions.