Yea they have claims to it but they may not have the first position. The property owner may have got a mortgage, or have used it for a collateral in another loan.
You are supposed to look at the existing interests in the property before signing a Jeonse but not everyone does that. Besides there are fraud schemes that involves property owner going into debt just before you sign which is pretty bonkers.