Joe is on the hook for his mortgage and so his monthly cashflow must be higher to afford to live. However his net worth is larger and so he is richer.

This is why middle class people often feel poor than those who are poor: they make more money and have more in total, but they also have large bills and if something happens those bills will catch up with them fast.