Eight Witnesses (1954).

In Eight Witnesses, a scientist is murdered, and the only witnesses are eight blind people. Peggy Ann Garner stars in a story by screenwriter Halsted Welles (Alfred Hitchcock Presents, Mannix, 3:10 to Yuma, Rod Serling's Night Gallery).