Priske had become a fan favourite since his arrival at Fratton Park as a result of his impressive form, but in spite of this, rumours of his departure from the south coast resurfaced during the 2006–07 pre-season. Priske revealed to the Danish media that he had been told to find a new club before the start of the next season before returning to Belgium, joining Club Brugge in August 2006. The news was met with confusion and anger among Portsmouth fans. In Bruges, Priske competed with fan favourites Olivier De Cock and Birger Maertens for a place in the starting line-up. Priske became a first team regular, and helped the team win the 2007 Belgian Cup.