 "CD Journal" staff member's felt the song's composition was "simplistic", and described the lyrical content as "painful".Upon its release, "Baby Don't Cry" received positive reviews from most music critics.Staff members from Amazon were positive in their review, labeling the song and Amuro's vocal delivery as "impressive".