Same problem with my S3 and on two separate phones.
Contacts disappear and I am prompted to set up the account.
Go to Accounts (I have two) and pick either one to sync and get the error.
If I put it in Airplane mode then go into Application manager and find Contact Storage and delete the Data, I...