Gadkari was in the city to campaign for BJP candidates Sudhir Mungatiwar and Nana Shamkule who are contesting Maharashtra assembly polls.
He said that his party is opposed to terrorism and it is Pakistan, who after humiliating defeats in three wars, has waged proxy war against India as well as fueling hatred among Hindus and Muslims in India.
Addressing the poll rally here, he said that the BJP has never ever indulged in the politics of caste, creed and religion and is not against Muslims.
"If you consider us as communal, then do not vote for us, but before doing so, remove the spectacles (eyeglasses) of secularism, given by the Congress and judge us through open eyes," Gadkari said.
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Gadkari pointed out that if BJP was anti-Muslim, then Prime Minister Narendra Modi would have not sanctioned relief worth Rs 1,000 crore to flood-hit Kashmir.
"I had personally inspected the calamity that hit Kashmir and sanctioned Rs 250 crore through my ministry for construction of damaged roads and bridges," he said.
Earlier, ex-MLC and senior Congress leader, Jainuddin Zaweri and former District Youth Congress President Matin Sheikh, along with several of their followers entered the BJP during the programme.
Earlier during the day, Gadkari also addressed a poll rally in Nagbhid and sought votes for Kirtikumar Bhangadiya, the BJP candidate from Chimur.