Bhopal: Bharatiya Janata Party's Shivpuri district vice-president Rakesh Gupta, considered close to Union minister Jyotiraditya Scindia, has joined the Congress along with his supporters, marking his return to the Opposition party ahead of the Madhya Pradesh Assembly polls.