The present invention provides an improved eco-friendly process for the preparation of memantine hydrochloride compound of formula (1). The present invention also provides one-pot process for the preparation of memantine hydrochloride compound of fomula (1) from 1,3 -dimethyl adamantane without isolating any intermediates.