The NRF24L01 is a very poor choice for a remote sensor due to its high current draw and unnecessary complications.
The cheap 315 or 433 MHz TX modules draw only a few mA, have larger range and some will work at only 2V. Others won't work below about 3.5V. Unfortunately, at the moment I don't know how to tell the difference between the two varieties.