Other members of the delegation were Law Minister D V Sadananda Gowda and Lok Sabha MP Prahlad Joshi, a press release issued by power ministry said.
The delegation apprised Goyal of the situation in Karnataka, and said farmers were getting power only for two to three hours a day.
They also informed Goyal that due to poor rainfall in the last season, production of power through hydel projects has been badly affected, the statement said.
He said that there is no shortage of coal in any of the thermal plants.
Goyal said that the transmission capacity in Southern India has gone up by 70 per cent in the last two years, and will go up by 80 per cent in next 18 months.
Considering the severity of power situation in Karnataka, Goyal announced immediate release of 319 MW of power to the state.
The situation will be further reviewed in April 2016, the statement added.
