Anjum, named Ajit Kumar at birth, was born in the Begusarai district of Bihar. His father, Ramsagar Prasad Singh, was in the Bihar Judicial Services as a judge at Patna. Anjum had his early education at Begusarai and Darbhanga. He obtained his bachelor's degree from Langat Singh College, Muzaffarpur, affiliated to Bihar University.
