No they don't, the bank have loaned a sum of money to an individual with which to purchase a house. This sum is then secured against the property as a security against non-payment. The deeds for my house are in my name, not Mr Halifax.
But you don't get the deed to your house until it's fully paid for. The bank keep that nice and safe for you.