My LO does this, but it's more because he's angry that the bottle has been taken away from him.
What we've done to alleviate this situation is when we take the bottle away to burp him, we quickly slip him his pacifier. I hold it to his mouth for a moment while I stroke his cheek to calm him with, and then he'll relax enough for me to burp him.