If you can not turn on the kindle cloud reader offline cache, install the extensions:

For users from Japan(read.amazon.co.jp), please get the web app here: Japan extension

For users from UK(read.amazon.co.uk), please get the web app here: UK extension

For users from USA and other places(read.amazon.com and others), please get the web app here: USA extension