The workers, however, said there was no plan to join back as of now.
The project, the foundation stone for which was laid by Prime Minister Narendra Modi and his Japanese counterpart Shinzo Abe in September 2017, is facing resistance in eight districts of Gujarat, through which the train will run.
Almost all recent labour strikes were declared illegal by the labour department of Gujarat.
While farmers in Gujarat are rejecting the compensation package, farmers in Maharashtra say they do not wish to part with their land for a project that largely benefits Gujarat.
Just before the elections, the government waived interest on loans up to Rs 300,000 for farmers. But this may not really help small and marginal farmers in the state, who make up for two-thirds of the total and are still dependent on informal channels of credit.