You can remove it but you do need to mention the branding on your site. Below is an example.

This site is protected by reCAPTCHA and the Google
<a href="">Privacy Policy</a> and
<a href="">Terms of Service</a> apply.

Note: Use the following code to remove the badge

.grecaptcha-badge { visibility: hidden; }

See more details HERE – Google FAQ