| Year | Player | TD | School |
|---|---|---|---|
| 2012 | Ray Graham* | 13 | Pittsburgh |
| George Winn* | 13 | Cincinnati | |
| 2011 | Isaiah Pead* | 15 | Cincinnati |
| 2010 | Bilal Powell* | 14 | Louisville |
| Jordan Todman* | 14 | Connecticut | |
| 2009 | Dion Lewis* | 18 | Pittsburgh |
| 2008 | Lesean McCoy* | 21 | Pittsburgh |
| 2007 | Ray Rice* | 25 | Rutgers |
| 2006 | Ray Rice* | 20 | Rutgers |
| 2005 | Michael Bush* | 24 | Louisville |
| 2004 | Walter Washington | 15 | Temple |
| 2003 | Larry Fitzgerald* | 22 | Pittsburgh |
| 2002 | Willis McGahee* | 28 | Miami (FL) |
| 2001 | William Green | 17 | Boston College |
| 2000 | Lee Suggs | 28 | Virginia Tech |
| 1999 | Andre Davis* | 13 | Virginia Tech |
| Shyrone Stith* | 13 | Virginia Tech | |
| 1998 | Edgerrin James | 19 | Miami (FL) |
| 1997 | Amos Zereoue* | 18 | West Virginia |
| 1996 | Ken Oxendine | 13 | Virginia Tech |
| Omari Walker | 13 | Boston College | |
| 1995 | Danyell Ferguson | 13 | Miami (FL) |
| 1994 | Kirby Dar Dar | 12 | Syracuse |
| James Stewart | 12 | Miami (FL) | |
| 1993 | Darnell Campbell | 21 | Boston College |
| 1992 | Craig Mitter | 11 | Rutgers |
| 1991 | Tony Kennedy | 11 | Virginia Tech |