He first started playing football in Jawaharlal Nehru Stadium, Delhi, where his first coach was Nirmal Singh.
[4] Devrani however did not end December well as he again had to come off injured for Pailan Arrows in the 2nd minute of the match against East Bengal F.C.
[7] Devrani signed up with FC Pune City for the 2014 Indian Super League.
[8] Devrani signed up with Minerva Punjab FC with their debut season in I-League.
[9] On 4 August 2021, it was announced that Deepak had signed a one-year deal with the Indian Super League side Chennaiyin FC.