As far as we know it is also possible in English to use an exclamation mark in rhetorical questions. The meaning of this sentence is "I am surprised/I cannot believe where you keep the money". It is not a direct question from someone who wants to know where the money is. It is more of a situation where you know where the money is kept and you express your surprise.
I hope this clarifies it a bit.
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