It's not stealing, it's retrieving.

“Don't be coy, Joshua. No matter how much money the other men here have, they ca…”

“The TARDIS can look like whatever it wants.”

“Who am I, Joshua? Name me.”

“Yeah, and we could fly in on dragons and release a cloud of sugar plum fairies …”