Hello, @Jubaer,
In order to solve your issue, I have just selected Pagination Type – Ajax Pagination from Dashboard >> Settings >> WooCommerce Infinite Scroll. Also, you can read and follow this doc to set WooCommerce Infinite Scroll and Ajax Pagination settings: https://xstore.helpscoutdocs.com/article/65-woocommerce-infinite-scroll-and-ajax-pagination-settings
See Screen Shots:
https://postimg.cc/1fYX501d
https://postimg.cc/8Fg1jtKZ
Regards 8Themes Team.