I tried 100 uf capacitors, different arduino boards and power supply. None of them worked so I bought 2 more NRF24L01+PA and to be sure that power is not the problem bought adapter board for them. But they are not working eighter. I don't know where I am mistaken.
Followed a few guides including this : Simple nRF24L01+ 2.4GHz transceiver demo