The hour-long documentary had courted controversy last year when the director refused to abide by CBFC Kolkata diktat of beeping the four words -- cow, Gujarat, Hindutva and Hindu.
"CBFC chairman Prasoon Joshi watched 'The Argumentative Indian' in Mumbai yesterday along with other board members and gave his consent to the words.
"After seeing the film yesterday, Joshi held a discussion with me and said 'the film can be released without any cuts," Mr Ghosh told PTI.
The director further said he was hopeful of getting a written communication from the board soon on the matter.
"I am happy that the CBFC respects the freedom of expression in arts. Joshi told me he got to learn a lot about the Nobel laureate through my documentary," Mr Ghosh said.
Sources in CBFC Kolkata said the issue was being handled by the chairman and that the regional office had no say in the matter now.