Go to the Edit Post page, and check the HTML. Just click on the button and you should be able to see if it’s got the “strong” or “b” tag around it. If so, take it out (and the “/strong” at the other end), then save the changes. That should work.
This sometimes happens if you write the post offline or copy it from somewhere else and paste it in. Don’t know why, though.