Sounds like you could try filtering your LaNO3 solution right before use.
Whenever I use heavy metal solutions for EM I remove any microcrystals that may have formed by using a syringe filter with at least 0.2 micrometer pore size (the smaller the better). After an hour or two the microcrystals reform, but you can filter the solution again.