Passwords change over time, and its possible that Chrome has a few stored passwords that are wrong.
If you want to delete a stored password from Chrome for whatever reason, heres how its done.
Delete Passwords from Desktop internet tool
Some passwords are stored in the internet tool.
Use these steps to get rid of those.
FAQ
What is the location for the file that stores Chrome passwords?
How can I delete all of the stored passwords at once?