That may well be true of the people you know, but in general the relationship is exactly what one would expect: the higher people's income, the more expensive their car purchases.
https://www.ecb.europa.eu/press/economic-bulletin/articles/2...
Full paper: https://www.ecb.europa.eu/press/economic-bulletin/articles/2...