The invention provides the process for the preparation of pitavastatin and its pharmaceuticaily acceptable salts thereof. In particular, the invention provides a process for the preparation of storage stable pitavastatin calcium in crystalline form having water content in the range of 5% to 10% wt/wt The present invention also provides stable crystalline form of pitavastatin calcium substantially free from crystal Form-A and use thereof for pharmaceutical compositions.