Adams was born in Brooklyn, on September 1, 1960. He graduated from Bayside High School in Queens in 1978. He worked as a mechanic and a mailroom clerk at the Brooklyn District Attorney's office. He studied at New York City College of Technology, John Jay College of Criminal Justice and Marist College. Adams was diagnosed with dyslexia while in college.