Depends on the drive. Some setup a password when initialized and the SATA secure erase command zero's the password. So you can technically read all the old data (or if the firmware blocked you, you could by directly accessing the chips), but you would end up with encrypted data, not the original bits.

That's why the secure erase takes seconds and not drive size/bandwidth seconds.