The Delhi Metro Rail Corporation (DMRC) official said the metro train was on a trial run on the new magenta line that was to be opened by Modi on December 25.
The front portion of the metro train and a stretch of the depot's boundary wall was damaged, the official said.
There were no casualties, he added. No further details were available.