The weekend-long party is said to have got out of control, leading to police to be called to the mansion, reports the Daily Mail.
Contestants from the show's five series each paid £55 to attend the event at Castle Hill House in Tutbury, Staffordshire this weekend.
However, police were called by Saturday morning (January 5), with the owners deciding the evict them from the property.
One person in attendance said: "Everyone got really drunk early on and it started to get out of hand.
"Things heated up when some lads and girls decided to play strip pool. The girls were naked within minutes and just parading around."
Two former contestants arranged the party in the £1.5 million house, which is close to the banks of the River Dove
Police later confirmed that nobody was arrested following the end of the party.
Last year, around 90 former contestants were involved in a similar incident at a £4.5 million mansion in Chepstow, South Wales.
Take Me Out - hosted by Paddy McGuinness - began its fifth series on ITV last night (January 5).