Can I annul my marriage rather than getting a divorce in Florida?

That will depend upon the circumstances as to whether you have a void or voidable marriage. You need to consult with an attorney regarding the context of how your marriage came about to determine if you fall under either of those categories. If you do not then you will have to proceed with the divorce.