The short answer is that there never was a letter E in the first place. In effect, the A-F grading system is a 4 point scale: A, B, C, D. The "F" indicates "Fail."

There are a few longer answers here in a previous response to this question. UrAccountabilibuddy is my old username; I'm happy to answer any questions you may have about the content in those answers.