Wani was born in a middle-class family in Arin in north Kashmir's township of Bandipore.
Wani spent six months in 1973 in the Bagh-e-Mehtab Interrogation Centre, working against the Indira Shiekh Accord that was underway through Beg Parthasthi dialogue.