Siliqi was born in a simple family in Shkodër, today's Albania, back then under the Ottoman rule.
Siliqi was an active arms-in-hand participant of the Albanian Revolt of 1911, and together with his collaborators Hil Mosi and Luigj Gurakuqi member of its leadership structure "the Albanian Committee" (Alb: Komiteti Shqiptar).