Unfortunately there was no information as to what happened or where the temple has been moved.
After seeing the state of the temple I decided to find out what has happened, and what was the history of the temple. Here is what I found out - it was a Buddhist temple 大佛寺 build on that spot in 1965. At that time there was a recreation park in the area and the temple was inside the park. There was no written agreement between the temple and the company running the park about the usage of the land. The monks claim that at one point of time they have paid 3 million NT$ for the land, but during the court hearings the witness testified that the payment was for something else, not for the land purchase.
In the 1970th the park went bankrupt and the land was sold. Starting 1977 the land has been changing owners many times. Eventually in 2000 the land has been auctioned and the temple was ordered to pay rent to the new owner until they move out.
This year, in April, the time has come and the temple and after almost 55 years was closed down.
Visit the link below if you are interested in a more detailed history of the Xindian Dafo Temple and can read Chinese - DAFO TEMPLE.