Rent Agreement

I had made an rent agreement with house owner to rent his flat. But now I have a changed my mind. Can I undo this w/o any hussle? I haven’t moved in & was planning to move in 2 days after but have signed the rent agreement and deposited security. What’s the easiest way to get out of this?