Blind source separation of chaos generated in Mackey-Glass electronic circuits is demonstrated by using independent component analysis (ICA). Chaotic signals are mixed together with randomly selected mixing ratio and ICA is applied to the mixed chaotic signals for signal separation. Separation ability of ICA for a large number of mixed chaotic signals is also investigated.