As an English speaker, I doubt I would ever say 'the blame is on me', unless some agent was specified as putting the blame on me. Perhaps 'I am to blame'.
I wrote 'it is my fault', but it was not accepted. Isn't this what the sentence means – that I am responsible? Or is the implication that I am being blamed, perhaps unfairly?