I had to replace mine too. Only one was leaking (I think it was the middle one as well), but I actually ended up replacing both since like you probably noticed get there is a royal pain in the ass...
Just like you, in a futile attempt to figure out if I could fix it, I ended up releasing the bolts holding the fender. With small enough hands you can actually unplug the pumps without... But maybe I'm just saying that since I've done it already.
Just in case, and for future reference, Harbor Freight has a rivet gun that works for with the plastic rivets holding the fender trim piece:
Hand Riveter with 40 Industrial Strength Poly Rivets