Midnight Cowboy by James Leo Herlihy

Joe Buck, naively charming Texan cowboy, seeks his fortune in the Big Apple, but encounters Ratso Rizzo, a sleazy, small-time con man with big dreams. Living on the fringe of society, these two outcasts develop an unlikely bond. This is the book on which the Academy Award-winning film was based.