But the BJP's Maharashtra unit president Raosaheb Danve ruled out any "party action" against the minister till the charges against him are proved.
The hunger strike of activist and former Aam Aadmi Party (AAP) leader Anjali Damania demanding probe into corruption charges against Khadse, meanwhile, entered its second day.
"Take action against Khadse, dismiss him forthwith from his Ministry, register a case against him for misuse of office and take decisive action", party's chief spokesman Randeep Surjewala told reporters in Delhi.
"People of Maharashtra and India demand that Prime Minister breaks his studied silence and takes decisive action on all these issues including Khadse", he added.
Maintaining that Khadse, a Revenue minister, would face action if the allegations against him are proved in a court of law, Danve claimed there was "no pressure from the party high command" to remove him from the state cabinet.
Terming allegations against Khadse as "political" in nature, Danve told reporters in Pune that the party has adopted a "cautious approach towards them", adding "we believe that there is no substance in them."
Khadse, who is in his home town Jalgaon in North Maharashtra amid political heat, has denied all allegations against him and said he would abide by the party decision in his case.
Khadse, a senior BJP leader, has come under cloud over allegations including irregularities in a land deal in Pune and calls allegedly received from fugitive don Dawood Ibrahim's residence in Karachi on his mobile phone.
