The four-time Huge homerun champ was provoked in the primary set by somebody in the group shouting "Naomi, you suck".
Osaka was playing her third occasion since having some time off in September.
Talking on court after the match, an enthusiastic Osaka said it helped her to remember Venus and Serena Williams being bugged at a similar competition in 2001.
While keeping down tears, Japan's Osaka said: "I've been bugged previously and it didn't actually irritate me.
"Yet, being bothered here. I've watched video of Venus and Serena get harassed here and assuming that you've never watched it, you should watch it. Furthermore, I don't have any idea why, however it went into my head and got replayed a great deal."
The Williams sisters boycotted Indian Wells for a considerable length of time over the occasions of 2001.
Venus had pulled out of a semi-last coordinate against her sister with a knee injury, and when she and her dad Richard sat down to watch Serena in the last against Kim Clijsters the following day the group sneered. Serena was additionally exposed to boos all through the match.
Serena proceeded to come out on top for the championship and embraced Venus and her dad courtside, with Richard later saying he was the objective of racial maltreatment.
In a meeting in 2021, Serena said she was as yet damaged by the occurrence twenty years after the fact.
Osaka makes early exit
Osaka's second-round exit at Indian Wells is the soonest she has been taken out of a competition since getting back from an endless break that started last year after her US Open title protection finished in the third round.
That break was her second of the year, after she pulled out from the French Open in the midst of contention over her desire not to address the media after matches, and uncovered she has battled with her emotional wellness since first turning into a Huge homerun champion in 2018.
The 24-year-old additionally missed Wimbledon prior to getting back to the game later in the late spring at the Tokyo Olympics, where she lit the fire at the initial service.
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