The pair fell in love but, two months later, Robbins, then 24, was told he had to quickly leave for the Eastern Front. Later back in the US, he got married to someone else.
"I told her maybe I'll come back and take you, but it did not happen like that," Robbins told French television channel France 2.
"When he left in the truck, I cried, of course, I was very sad," Pierson said. "I wish after the war he hadn't returned to America."
When the war came to an end in 1945, Pierson began learning basic English phrases, hoping Robbins would one day return for her.
The former lovers spent a few hours together before Robbins had to leave for the anniversary celebrations in Normandy. Photo / France TV
It was there he met and married Lillian, his wife of 70 years. They worked alongside each other in a hardware store in Mississippi for 50 years. She passed away in 2015 at the age of 92.
The pair had an emotional reunion in Pierson's retirement home in France after Robbins told a group of French journalists about the woman he fell in love with 75 years ago . Photo / France 24
Pierson also fell in love again. She got married in 1949 and became a mother to five children.
Despite marrying, Robbins kept a black and white photo of his wartime sweetheart.
When he returned to France for this month's D-Day anniversary commemorations, he was clutching the image, unsure if she was still alive.