The Collaborative International Dictionary of English v.0.48:

Glee club \Glee club\
   A club or company organized for singing glees, and (by
   extension) part songs, ballads, etc.
   [Webster 1913 Suppl.]

WordNet (r) 3.0 (2006):

glee club
    n 1: a club organized to sing together