Hi. I would suggest you to speak to your new company regarding the challenge you face and the reason for which you might not be able to continue the job. Make them understand and walk out. This might give a win - win situation for the new company as it's harmful for the company to employ a person who has no interest to work there. This would not only result in zero contributions but its way harmful to the company in other aspects also.
However, I feel what you have done to your previous organisation was completely unethical and unprofessional. You could have at least kept them informed about your new opportunity. The professional network is too small these days and your previous company HR would surely come to know about it. So please be prepared with an convincing explanation.
All the best to you!