Ghosh got his break through in the Bengali film industry with Anjan Choudhury's 1996 political drama Mukhyamantri, where he played the role of Ashok, the momentarily spoilt son of the protagonist Bimal Chowdhury (Ranjit Mallick).
With the massive success of both films, Ghosh became a frequent face in Choudhury's movies like Boro Bou (1997), Sriman Bhootnath (1997), Jiban Niye Khela (1999), Gunda (1999), Rakhi Purnima (2001) and so on.
Around early 2000s, Ghosh appeared in a number of films directed by Swapan Saha like Sneher Pratidan (2003), Sabuj Saathi (2003) and Kartabya (2003), most of which starred Prosenjit Chatterjee in the lead.
[8] Ghosh has studied in St. Paul's School, Darjeeling and St. Xavier's College, Kolkata, following which he travelled to Mumbai where he began his early ventures in the field of acting.
In his interview with Tolly Time in 2023, Ghosh blamed his own impulsive decisions and unexpected betrayals as the reason for his current inconvenience and his gradual detachment from the film industry.