"I did not expect to be eliminated from the show so soon, but I really enjoyed every bit of my journey on the show," Purab said in a statement.
He was paired with choreographer Mohina on the show, which airs on channel Sony.
"Mohina is a very fine dancer and I would like to thank her for being my constant support. While my stint in the show has come to an end, I will continue to pursue my passion for dance in one form or another," he added.
In their two-week stint on the show, Purab and Mohina impressed the judges and the audiences with their performances which even saw them dancing on a wall being supported by a mere harness.
Though his first performance did not fetch him a perfect score from the jury, Purab emerged as a surprise package when he presented his favourite dance form - tango.
However, Purab found himself in the bottom two with co-participant Puja Banerjee where, following a face-off, he lost momentum and found himself eliminated from the show while hoping that he would be able to be a part of the show for at least a few more weeks.