The 47 year-old former Tottenham Hotspur striker was found unconscious, clutching a bottle of gin under his clothes.
Neighbours have complained of rising noise levels from Gascoigne's £3million rented penthouse, from which he is reportedly facing eviction.
Daily Mirror reported that the ex-England international, who made 50 appearances for the Three Lions, was taken to the Poole Hospital at the escort of Police and Paramedics.
A friend of Gascoigne said Gazza, as he is fondly called, had signed up for a local town club in Bournemouth, where he lives and was expected to make a return to football at the age of 47. He was once dubbed 'daft as a brush' by his mentor, late Sir Bobby Robson.
In a gesture of solidarity, QPR coach Harry Redknapp is lending his support to the troubled ex-international Redknapp who lives just 10 minutes away from 'Gazza 'has invited him to coach the youth team at the Club.