The two were due to meet to discuss graft allegations against two deputy governors.
The cancellation will likely have deepened the tension between the 63-year-old governor whose second term will end in 2017 and the leader of the party.
The party's popularity is declining due to MR Sukhumbhand's poor performance, Democrat politicians say.