Dear,
An empty record could contains an empty value or null value as well.
Do retain empty records, you can use below sql query.
DELETE FROM StudentDetails
WHERE ISNULL(Student_code,'') <> ''
AND ISNULL(Student_desc,'') <> ''
AND ISNULL(Student_telno,'') <> ''