Robin2, the author of the simple rf24 tutorial sometimes recommends a 2 AA cell battery pack as a power supply for the rf24 radios. So, I think, that it will work since the supply voltage specification for the rf24 is 1.9V-3.6V. 2 AA batteries will supply the necessary current for the radio better than most of the 3.3V regulators on the Arduino boards.