Tried with paragon disk manager, Windows 10 just cannot format it.
My HDD was wiped for security purpose.
Solution: Make sure you have backup all the data on this disk, you might have more partitions on the disk.
Open cmd with administrator
Select disk 0 (find out your disk, mine is disk 0)
Then now you initialize the disk again