>I think you may be confusing what "real" income means.

Median income is exactly what it sounds like, the median income.

>The deflator used to correct incomes over the years includes housing and education.

That may be the intent, but it is clearly not working, because housing, medical, and education costs have in fact risen as a percentage of income.