Kalpokas was born on 31 March 1880 in the village of Miškinė, near Kvetkai, in the Kovno Governorate of the Russian Empire (in the Biržai district of present-day Lithuania).
Between 1909 and 1920 Kalpokas traveled around Europe: Switzerland, Hungary, Italy.