Burr was born in Canton, Massachusetts. His parents are of German and Irish ancestry. His father worked as a dentist. He married producer, director and screenwriter Nia Hill in 2013. Their daughter was born in 2017. As of May 2015, Burr is a licensed helicopter pilot and he has played the drums for a long time.