This worked for me.
I created a custom class which overrides the necessary CSS.
.custom-button:focus {
outline: none !important;
border: none !important;
-webkit-box-shadow: none !important;
box-shadow: none !important;
}
The -webkit-box-shadow will work for Chrome and safari browsers.