Opálka was born into a middle-class family in Rešice and joined the Czechoslovak Army in 1936 where he served in the 43rd Infantry Regiment in Brno. The Munich Agreement and subsequent German occupation of Czechoslovakia led to the disbanding of the Czechoslovak Army, and Opálka's career ended. He escaped to North Africa where he served in the French Foreign Legion, and he later returned to France.