Six Shiv Sena (UBT) MPs skipped a key parliamentary meeting in New Delhi.
The rebel lawmakers are seeking to merge with the Eknath Shinde faction.
The party leadership has issued show-cause notices to the dissidents over whip violations.
Sanjay Raut indicated a joint political effort to oppose the defectors in future elections.