Here are some leadership books for college students.

I came across an interesting blog in which Darin Eich,Ph.D. in Educational Leadership, lists and critiques  Leadership Books for College Students, Courses and Programs in Higher Education. 
The books are:

• Exploring Leadership: For College Students Who Want to Make a Difference by Susan R. Komives, Nance Lucas, and Timothy R. McMahon
• The Leadership Challenge by James M. Kouzes and Barry Z. Posner
• Primal Leadership by Daniel Goleman, Richard E. Boyatzis and Annie McKee
• Emotionally Intelligent Leadership by Marcy L. Shankman and Scott J. Allen 
• A Social Change Model of Leadership Development by Higher Education Research Institute, University of California, Los Angeles

Read Dr, Eich's  entire post.  There are other interesting leadership posting there, too.