I'll Never Forget You (The House in the Square) (1951)

Atomic scientist Peter Standish travels back in time to 1784, an era he has read about in his forefather's diaries. He falls in love with his forefather's cousin Helen but his contemporaries of 1784 are perplexed by his strange talk and the odd knowledge he possess.