Former Chhattisgarh deputy chief minister T S Singhdeo would not be contesting the polls, they added.
Kharge, former party chief Sonia Gandhi and Venugopal, as well as other senior leaders who are part of the CEC were present at the meeting.
The Congress has not declared any candidate so far.
Last week, the BJP came out with its first list of 195 candidates for the Lok Sabha elections.
The Congress sources said the party is likely to declare its first list of candidates soon to enable the nominees to start campaigning.
Rahul Gandhi may also contest from Amethi and Priyanka Gandhi Vadra from Rae Bareli, a seat which was previously held by Sonia Gandhi.
Both the seats are considered bastions of the Gandhi family and the local units of the Congress have demanded that the two scions of the Congress first family should contest from there.
Rahul Gandhi, who was previously an MP from Amethi, lost the seat in 2019 but won from Wayanad in Kerala.
Meanwhile, several state units of the Congress have already held meetings of their respective screening committees and forwarded the list of probable candidates in their states.
Ambika Soni, Adhir Ranjan Chowdhury, T S Singhdeo and Mohammad Jawaid are other members of the CEC.
