You wanted to remain inconspicuous toward the people you stole from. Pranking them is conspicuous.

At this point, such a thing would be beneath me.

And not all aristocrats are insufferable. Fleur and Fancy are upper-crust, but they don’t just donate money to charity, they donate their own time! And time is worth a lot.