I don't know why is categorized as a suru-verb in jisho.org, but sport names are generally just nouns in Japanese. Some English sport names are based on verbs ("to ski", "to fence", etc.), but they are still nouns in Japanese. You have to say **** , **** and so on in formal and standard Japanese. (But, as always, can be omitted in colloquial language.)
>
> I like bowling. (unspecific)
>
> ****
> I like (to go) to bowl. (i.e., actually playing it myself)
If you want to be very explicit for some reason, you can add ("actually"). For example:
>
* * *
By the way, you can safely nominalize a (true) suru-verb with , too. For example, and are both perfectly fine.