A senior forest department official said the deer, that may have strayed from its habitat due to "stress", was spotted in the morning.
It injured a person before being eventually captured towards the evening, he said.
"This species is commonly found in forests in and around the national capital, and even in the Delhi Golf Club. It is being translocated to the Asola Wildlife Sanctuary," the official said.
Faiyaz Khudsar, scientist in-charge at Yamuna Biodiversity Park, said Sambars are the biggest among the types of deer found in India.
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