In the blockchain network, each computer has an actual copy of database. Therefore each computer (node) can verify if the information is true or false. This means the consensus have to be made to include the information on the blockchain. Trust is not needed.
In a centralized database data can be manipulated. User have to trust the database authority that data is true.