It looks to me that you are missing at least 2 things:
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A resistor between the Arduino output and the base of the TIP121, without this you are likely to burn out the Arduino pin; and
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A ground wire between the emitter of the TIP121 and the Arduino, unless the ground is connected via the power supply.
How do you know your IR LEDs are not working?