We prove that critical percolation has no infinite clusters almost surely on any unimodular quasi-transitive graph satisfying a return probability upper bound of the form $pn(v,v)\le \exp [-\Omega (n\gamma )]$ for some $\gamma >1/2$. The result is new in the case that the graph is of intermediate volume growth.