Mr Fadanvis was addressing a gathering after laying the foundation stone of a rail coach manufacturing factory in Latur. Union Railways and Coal Minister Piyush Goyal was also present on the occasion.
"If a project does not get completed on time, Modi ji does not let the concerned minister and the officers sleep until the work is done. I want Piyush ji to bring PM Modi along to inaugurate this project in a year and a half," Mr Fadnavis said.
"We are laying extensive metro lines in Maharashtra but we had to import coaches from outside, despite we being ready to pay the Railways for them. This is the first project in the history of Railways where bhoomipujan is being done within two months of it being approved," he said.
The chief minister expressed hope that the coach factory would bring allied industries and create thousands of jobs in the state.
Built on 153 hectares of land, the plant would manufacture Electrical Multiple Units (railway term for suburban trains) and metro rail coaches.
The Maharashtra Chief Minister said Vidarbha and Marathwada regions were his government's priority, adding that both shared the same pain and thirst for development.
"Both regions want farmers to prosper and employment for youth, but have been struggling from many years on these fronts. Hence, our priority is to develop these regions first," he said.
Mr Fadnavis said industries were not willing to set up a base in Marathwada as the region did not enjoy port connectivity.
"Our Mumbai-Nagpur super expressway project aims to bridge this gap. All seven districts of Marathwada have been connected to the expressway. Thus, Mumbai is merely 7-8 hours away," he said.