To run away secretly for the purpose of getting married with one's intended spouse; to marry in a quick or private fashion, especially without a public period of engagement.
To run away from home with a paramour.
run away to marry
How often have the words elope and run away to marry occurred in a corpus of books? (source: Google Ngram Viewer )