The express train will also have a stoppage at Jind in Haryana, the Union minister told reporters here.
Kharge was here to lay foundation for Rs 181 crore Rohtak Railway bypass line.
The bypass would replace the old Rohtak-Gohana rail track starting from the railway station upto Makrauli Kalan village in the district.
The bypass would ease the traffic jams in the city.
The minister said that with the shifting of this line, a third Rohtak-Samargopalpur line will be available which will facilitate straight route to Panipat.
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He appreciated the progress made by Haryana and said the state is producing sufficient foodgrains and "adequate railway network is required for its transporting."
He also thanked UPA chairperson Sonia Gandhi and Prime Minister Manmohan Singh for entrusting him with the responsibility of Railway ministry and said that efforts are being made to improve the facilities for commuters.
Road minister Oscar Fernandes, Haryana Chief Minister Bhupinder Singh Hooda, Rajya Sabha MP Shadilal Batra, Rohtak MP Deepender Hooda and Railway Board Chairman Arunendra Kumar were present at the occasion.
"34 years back, Rohtak-Bhiwani railway line was constructed when Bansi Lal was the Chief Minister and after that no other rail project was considered for Haryana," the Chief Minister said.
"Rohtak-Jhajjar-Rewari railway line was sanctioned in 1997, when I was MP. This railway line is operational now. The work of Sonipat-Gohana-Jind railway line is in progress," he said.