They were founded as the Toronto Canada Moose in the inaugural year of the GMHL in the 2006–07 season as one of seven original league members.

They placed fifth in the league after a season long race for fourth with the Deseronto Thunder and Nipissing Alouettes.

After breaking a long losing streak, the Moose managed to earn fourteen more wins but still only finished in eleventh place in the now thirteen team league.

On September 6, 2013, the Blue Ice Jets played their first game since changing ownership against South Muskoka Shield and lost 5-4.

The first win under the Blue Ice Jets name took place on September 7, 2013 against the Bobcaygeon Bucks in Thornhill, Ontario.