Caulker was born in Freetown, Sierra Leone. Before the Sierra Leonean Civil War (1991–2002) started, Caulker lived with his mother there. Caulker and his family fled from Songo in 1995 because the Revolutionary United Front (RUF) had reached Songo. Caulker became an activist in the early 1990s, around the same time as the war started.