Hedvig Jensen is a famous ropewalker and is known to her public as Elvira Madigan. She meets Sixten Sparre, a Swedish officer who is married and has two children. They both decide to run away, but since Sixten deserted the army, he cannot find any job and the couple encounters many hardships.