Senior Superintendent of Police (SSP) Sandeep Kumar Sharma said the police was trying to decode the words that appear to be in Arabic with the help of experts from Chandigarh to know the "conspiracy" behind it.
He said the coins bear the mark of Pakistan.
The balloons were recovered from the fields of a farmer who had informed the police, Sharma said.