Welcome to TFP. I had this same trouble when I opened this year.
The Leaf Rake is your friend. Use it to scoop out as much of the stuff that is on the bottom as you can. Then rest for a bit and go back to scooping. What ever solids you leave in the pool have to be either filtered out or...