Failing drive. Or possibly a power supply problem that will affect the drive's operation and reliability.
What make and model disk drive? Size, age...?
Backup anything important to another drive and verify that the backed up data is readable.
However, under such circumstances anything you do may cause data loss.
After ensuring that your data is safe and accessible try running the manufacturer's diagnostic software on the noisy drive.
Post the results.