When a thief tries to steal the idol of the goddess Bhagavathy and almost drowns in the process, she comes in person to rescue him. She then ends up living in his house for a week, till her idol is consecrated at the new temple and she can reside there again.
Sorry, but for now we weren't able to find movies like Kallanum Bhagavathiyum.