"a fall, as in horseback riding, in which the rider is thrown over the horse's head," hence "a failure," 1858, perhaps from crop (n.) in the "top of the head" sense.
crook
crooked
croon
crooner
crop
cropper
croquet
croquette
cross
cross-
crossbar