Given the nature of blockchain technology, your transaction data and account address cannot be removed from its history, so you cannot delete your account from the blockchain, including any data related to it, but you can certainly quit your Surf account.

To quit Surf, withdraw your funds, log out, remove the application from all devices and destroy theĀ master password.