It was discovered on Sunday during evening prayer.
The note makes mention of the recent mall attack in Kenya and the suicide bombing at a church in Pakistan.
The note did not contain any specific threats, but police are investigating.
The Islamic Center is offering a reward for information on who may have left the note.