Purchasing of agriculture land in mahrastra

First agriculture land can not be purchased by non agriculture , so you need to convert to non agriculture land. 
Additionally your requirement of land will be more and there are many laws  governing land in Maharashtra. 

There are various types of land in Mahrashtra including tenure land , tenancy land etc. 
Better decide the site and then take help of good land revenue advocate.