I use ctrl+c. Since I'm already used to ctrl+c while using a terminal, it became easy even in vim.
By default vim goes to normal mode when you press ctrl+c
I mentioned in another comment that I used to do this, note there are some rare cases when it's not the same as esc. You can remap Ctrl-c to be exactly the same though.
