Short answer, no. I put an 8x10 plastic shed together for a family member, and it was a pretty flimsy building until it was secured to a concrete slab. I added quite a few more brackets between the walls and the slab, than came with the kit.
If you find a synthetic base, just make sure it's beefy. The base is every bit as important as the rest of the structure.