The two accused, Manjeet Singh Grewal and Vijay Kumar, were arrested last night from a hotel in central Delhi's Karol Bagh area, said DCP (crime) Madhur Verma.
The accused have been in the property business for the last 15-20 years. However, they had suffered huge losses in business in the last four-five years and were reeling under huge debt.
"They were fond of lavish lifestyle, but due to money crisis, they were facing acute problems in fulfilling their daily needs.
A Haryana-based businessman approached the Crime Branch yesterday with a complaint that his fellow businessman was being held captive by the two accused.
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The complainant, who is engaged in road construction business, knew Grewal through a common friend. For the last few days, Grewal was contacting him for help in getting a road tender in National Highways Authority of India (NHAI).
"Relying on Grewal, the complainant along with his business partner came to Delhi and met Grewal and his associate Vijay.
The accused allegedly held them captive and demanded Rs 2 crore as ransom and threatened them.
"The complainant requested the accused that if they release him, he would bring the ransom amount. He was released with the threat that if he did anything untoward, his partner would be killed," he said.
He tried to arrange the ransom amount. Later, when he could not arrange it, he contacted police.
A team led by ACP Sanjay Sehrawat was constituted and after a brief scuffle, the two accused were nabbed and the captive businessman rescued.
Vijay's father had retired as an airman from the Indian Air Force, said another officer.