I have to change my password every time I login!

Every time I log out of WordPress and come back later it says my password in incorrect. I then have to retrieve a new password and use that. When I log in, I go to my account setttings and update my password to something I can remember, but when I return neither that password nor the last retrieved password I was sent work.

This is very frustrating! How can this be fixed?