That’s why the build-up method is used to calculate equity required return on those cases, it does not use beta.
Beta measures systematic risk (not total risk, which is systematic risk + idiosyncratic risk), so a bad calculated beta because not enough data (thin trade) will provide biased systematic risk measures. Therefore beta will mislead calculated required rates of return.