How do you remove multiple addresses from credit report?

Addresses are kept on credit reports as a record of residence. These are not your primary address, and can not be removed. If it is incorrect or has never been your address, then you can have it removed by contacting the credit reporting agency. So, if you have in fact lived at one of the addresses, it is on your credit report to stay.