Swamy called on Vijayakanth at the DMDK head office at Koyambedu here with long time associate V S Chandralekha, who is also a functionary of 'Virat Hindustan Sangam' that he launched recently.
The 40 minute meeting between the two leaders was described by DMDK as a courtesy call. DMDK senior leader L K Sudheesh was also present during the meeting.
Sources said Swamy discussed the state's "political scenario in general and other issues of mutual interest."
In a post on Twitter, he said, "Today I had a meeting with Vijaykanth in Chennai. He looks healthy and slim. He is nationalist minded. Agrees to learning Hindi in TN!"
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The visit has taken the BJP's Tamil Nadu unit completely by surprise. It comes against the backdrop of DMDK being wooed by parties, including DMK, for an electoral alliance for next year's assembly elections.
An ally of the BJP till recently, Vijayakanth had recently had said that DMDK had no alliance with any other party.