The circuit can not handle the extra voltage of the 4.2v cells. You might be able to use the regulated 3v cells, or some of those that AW sells that use the new chemistry and are around 3.2 volts.
Alternatively you could use a 17670, which unfortunately won't be quite full brightness nor run in regulation, but will not risk damage to the circuit.