How do I transfer from Gamertag, to Gamertag?

So, I recently got the arcade game "Castle Crashers" on the Xbox 360, but only to find out, I had got it on the WRONG gamertag, so now it wont let me play the game on MY gamertag. Please help. How can I transfer the game to my Gamertag.?