It does seem stealing is a little too easy and the best way to obtain the majority of the cash you're getting.
But who's to say that the righteous/good path is equally easy or hard?
As you said it resolves itself at higher levels (way to much money anyway) and having a roleplaying disadvantage doesn't stike me as completely unreasonable.
