Hmm... Perhaps this isn't the best place to ask a question like this? I assume if you have access to the internet, you have access to Google.
Niche basically means not mainstream. So, if you like a niche band, then the music you like isn't well-known. Or, if you play lacrosse, you play a niche sport.
Hope this helped...