Big companies typically don't go after small niches.Big companies go after niches all the time. Many microbrews are owned by massive multi-national breweries. Huge drug companies chase niches every day. Giant food companies release ethic niche foods every month.
Whomever told you that there isn’t big money in niches or that they’re not worth going after is someone you should stop taking advice from.