It isn't possible to remove without sacrificing parts of your inner fender. I had to remove one of the edges to allow my battery to fit properly as well. Also, the bigger size required a universal battery hold-down kit that consists of a couple of J-hooks and a rubber strap.
I used a pneumatic cut-off wheel and die grinder to "modify" mine for the fit. Pictures available if you need them.