Assuming you’re not just seeing patterns where there aren’t any, try a Mersenee Twister (Wikipedia article here). There are various implementations like this one on github.
Similar SO question:
Seedable JavaScript random number generator
If you want something closer to truly random, then consider using the random.org API to get truly random numbers, although I would suggest only using that to seed, not for every number, as you need to abide by their usage limits.