Trudeau will hold wide-ranging talks with PM Modi on February 23, following which a slew of agreements are expected to be signed.
He reiterated that the position of his government in this regard "has not changed", and said that supporting a united India is core to the kind of nation Canada is.
Many Canadians think that the not-so-warm welcome is because Delhi is very openly snubbing Trudeau over his perceived support for Sikh separatists in his Canadian country.
Trudeau's cabinet has four Sikh ministers who openly gel with Khalistanis and were said to be their "sympathiser". Sohi said earlier this month that he's neither sympathetic to nor against the Khalistan movement.
So far, PM Modi has only personally received former US President Barack Obama, Japanese PM Shinzo Abe, Abu Dhabi Crown Prince Mohammed bin Zayed Al Nahyan, Bangladesh PM Sheikh Hasina and Israeli PM Benjamin Netanyahu at the airport. Trudeau, accompanied by his wife Sophie Grégoire, their children Xavier, Ella-Grace and Hadrien, 14 MPs, a senator and businessmen, was greeted by Minister of State for Agriculture Rajendra Singh Shekhawat and India's High Commissioner to Canada, Vikas Swarup. But all the Trudeaus got were the Agra district magistrate and some other local administrators.
Later in the day, the family spent their time at an elephant conservation centre in Mathura. A report by CBC News said that Trudeau's India visit looked more like a "family vacation" than an exercise for diplomatic engagement.
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He was again missing however when Trudeau visited Modi's home state of Gujarat on Monday.
Justin and the family then visited Swaminarayan Akshardham temple in Gandhinagar.
Capt Amarinder had stated that he was looking forward to meet Canadian Prime Minister, and "the visit will give Canada and Punjab the opportunity to strengthen business and trade ties for mutual benefit". Trudeau himself was seen at an event in Toronto a year ago that featured Khalistani flags and other separatist paraphernalia, a development that irked the mandarins in the external affairs ministry.
The Canadian Prime Minster Justin Trudeau speaks during a round table in Mumbai.
Capt Amarinder expressed the hope that his meeting with Trudeau would help strengthen the bilateral relations between Canada and India, particularly in the context of Punjab, which has a large diaspora in Canada.