Has your solicitor undertaken a search via professional searchers to establish the last title holder?
Although the property may not have been registered in the Land Register, there will be a record of it in the older Register of Sasines. Your solicitor will have to instruct a Sasine Register search to establish the last owner. It is not possible that there is no owner, so a search will uncover the owner. Happy to discuss further.