The Collaborative International Dictionary of English v.0.48:

Rowdy \Row"dy\, n.; pl. Rowdies. [From Rout, or Row a
   brawl.]
   One who engages in rows, or noisy quarrels; a ruffianly
   fellow. --M. Arnold.
   [1913 Webster]