If you still can, try double-spending with a much higher fee rate. Most likely, the money is gone, anyway. So even 20sat/vB or 100 would be better than losing it all.

Since nobody asked yet: are you sure it is an Indian scammer? How were you confident about the deal in one second and right after sending you immediately knew it was an Indian scammer and that you need to abort the transaction?