what richtext editor are you using? with most of them you can usually go into system settings and disable the wrapping of <p> tags around everything.
The argument to striptags specifies the tags you want it *not* to strip. Also, they need to be full tags. This might work:
<li>[[+listItem:stripTags=`<a>`]]</li>