The meeting, which is likely to be attended by all the political parties of the hills, is scheduled to be held at Gymkhana Club at 11 am today.
"We will discuss with all the hill parties and chalk out our next course of action," a GJM leader said.
The hill parties have agreed that the demand for a separate Gorkhaland state was a "priority".
Security forces were patrolling the streets and Internet services remained suspended for the third day today.
Yesterday, effigies of West Bengal Chief Minister Mamata Banerjee were burnt as thousands of protesters marched on the streets of Darjeeling demanding a separate state.