If my car loan was rejected after I already received the car, can they take it back?

Question Details:

I was approved for a car loan 9/27/10, signed the contract, and picked up my new car. However, on 10/18//10 the same bank is now requesting that I show $300 per month of additional  income.  Can they take the car even after I signed the contract stating that I was approved?

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