Hummingbird Page Caching conflicts with Divi and causing high CPU load on my site

When I activate Page Caching on my site, it loads much slower and after some time it starts to go down with 503 error.
Deactivation of either Page caching or Divi theme helps to solve the problem. So I assume there is conflict between these products.